{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5d244f26",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "307"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import gym\n",
    "\n",
    "\n",
    "#定义环境\n",
    "class MyWrapper(gym.Wrapper):\n",
    "\n",
    "    def __init__(self):\n",
    "        env = gym.make('Taxi-v3', render_mode='rgb_array')\n",
    "        super().__init__(env)\n",
    "        self.env = env\n",
    "        self.step_n = 0\n",
    "\n",
    "    def reset(self):\n",
    "        state, _ = self.env.reset()\n",
    "        self.step_n = 0\n",
    "        return state\n",
    "\n",
    "    def step(self, action):\n",
    "        state, reward, done, _, info = self.env.step(action)\n",
    "        self.step_n += 1\n",
    "        if self.step_n >= 200:\n",
    "            done = True\n",
    "        return state, reward, done, info\n",
    "\n",
    "\n",
    "env = MyWrapper()\n",
    "\n",
    "env.reset()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b77c66d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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6tSMvhe1VQqTyysu3mIvGKWXha14+42re8/hRYr1x3Bo3bPOW3XXkhRdXPHgwIaBxmm7DyY5uo2/81eNIyoUXbp3w+HpLb3t6s8ac7XHP3p++4/yu5Qtf3HN6y7EyGx68dQW2cHqr4/IikUrlhTsnnJsP0L32TQhQSqHrBkRyaykk+n4gl6zviD2U5RYERBNbnDFUHHFZ6LvQSkdLjJH/09/8Ca6urjg9Pf0t3+V3bQP6D7mOG9APfpLV0JFLolZDkYpz2pcBw363w1gHVfDBY9B6u1pN2UvR9DEETx86nTjde8h06zPc5MfcXGacA5FKrVCAVa9V625b6AbLODqurxNusJysHD5Y9rtMpTJvhdv3OlISYhLmrTCMjmURgjekWDk5dWz3hSrgnTbsqsC4tmSBUirjaLVvUIT5Rrh9t6NS2U2FPAt955hmYegtu23h9p3Adq9ZXXC6/VINvtOGeEyVrrN4D/u5kCbh9DTgO8PNNlOzYI0jRqHvLTfXmbv3Ov3ZVAnWtHLDaDNz5ZgXwTvDMFi2u4wkoe8949pxs02amUZDqeA9TFvh1m1PypU5Cr71Kq01iMDm1LGfNUvdrC3Xu6yxK4bT88Bun6FWll07eSvkpPfKOJjmQ1mta5ZcObnlmWahAicbx26vL9eyr9y+2zEvWppON0I/OFIUrDVQYVhZdlMBAW9bSVgq61NPSpUilfXaEVNBpDLdaOylVKalEPca+3kSus4yT4Wz88B2V6hSW+wrtRr6UTOJnCvDYDFG79GyFdZrzzILm7Nn7s/Gcr3V+yNZ3wPvDF1nsc5ws8sgYA1YCznDuHbcO3mJF91HuPzVuyAOcIBoRVChSCV47WHWCvv9HmsdBp1QInqIVaN/L8WIC44hdOSU+Rv/1X/1FTeg98QU7Le6Ktppt84jpeBMhQo5Z6zxrNcn2l8QgQpFdBR6dnZGLrDfJ1ISpOqfX15c8uIrM6/v32K/L/jeMgwGC+y3hbNzT9wLGehPHCFY4qIPqUnw5HEiDI44FcZRX4rtTthvsz5IVjexk9sBcsUNlWkW7tzruLnKdN5ge8s0SXu4oKTKVayULIyDxRjY7grzLPrz1pBKZXXmGbyBzrCfCrfveHZ7gVzp1555qaRFN0Jn4eoqY6h0wWKtYb8vpJuqTU5vSFnoThwno0O8Yb8Ip6eeWCpxV1idBmKqxEXY3mT6znJ1kdl1BmfAOcM8FaYolFjpB9qanltrBz4TBYbBMmwc+6vM+tSTS2VeKldXmXG0XF5klqgZYNdDSpWr68yyLwyjRSr43nK2dmx3Ot0xArfvdtxcJFYbhxjDNAlX14WhN9xc60ZaojCO2ki/2RX223y8x2Lh7E4gxUqplbRU7tzVOA2dhWCYJ2G7KwRvWCYh5UqOwji2Q2pX2O8LQ6cvcSqV9bnHA6Y3TFPhzt3AdltwgB8t8yzMS9VuXIXLq0wtlaG3x1ib3v6W9yfnStg4ggEbLNNN5vRWIM5C3xmMN+z3whKFB1dvEm454tTTdedAwVtL9R5JCW+0sqhScdazXm9IKSGlgFSFc9TC6ekZMS0sUZAk+mbmd5bXvKc3oM57Smkdeuc0CyqJkgVMwXeBkjNd6PDekUsheM92P2FrxVvFvhSpTNPMzc01v/vkBT7zsJKTEAbL1WXBU9nuCrtdwdnK2d2e6+tCWirBglhDnA7HQSXHSh4MeIPkimRIGXAWpLK7LkipjBvFE73xxYlSDMEZupUFqxOGGHUEi4GSIRbAW6pUqsASK34wuArLXphLJaws1sEbX5wQLEZglatmHk5flO7wkhWIqeI63WRrhWWpcOIwtpKXypN9wgRDHwz3X5+oxiKpIhVSgb63TFPFmYpxmi0ssdJvHKbqSxQXwQ0e6wVJlSePEwVYry1PHs4IlpwqIpAEhtGSloo3Fetoa1Rs77TxWyqpfXe8oebK5UUmF80ory8WLi/0pM+pIsbQjZYShSQGYzXdSkvFDw7jBcmVkiAFqE5PipsrzSJXJ44lZt58LVEKzMFie4sLhloqMdUWe/33UqdxklKpBZZUsUHjNG318/dri6Hyxhf3lGpxRrMSMQZLJU6C7zROpUDMYJxuls6Z33B/lvnp/ZFUuZ6E2y9YoPL4wULOcLJ2VGtwwWCNYd4Lq9u32jEueOfJOSnmx3lqEUobFGQE33tSjKxXa6BibAECN9sdFui9x1lHKsKyzO/oHX5Ps+FTihQqxuh4UVBQVwgBYy2lgaxSisSYdBokgjEN2OcdpULoAtZapBbmZWGOBddZair0vQFruHU7aB2sQzFOTjylVJZFsLVy607g1rnnA6/0nJx5Tk8ceRFu3/Kc3fKcnXnIlWkvpCTcvhsaCK6SMpzfCbjOEDpLzToKxxmMhfe93HF25jg789QkrEfH7du6rgfmqTBPhdt3A9ZALrBkOD3zdKPVCZfo1MJ2mqK//GLH+Xng7JZiqbyDF+51nJ57em9YpsJ+Wzg994RgyKWyZBhXjtWJxzqjGadUbG+JufLC3cDdu4Gzc0/ndDLz0gsdJ7c869GyTMJ+WxjWjtXaIaWyFIMPltPzABa6ADULrrfEUrl1y/PSix0nZ47VYEmL8OILnd7jjSPPuqb1cHbLIwJL0Z7f+Z0A1tD3BolF16ywWlne97J+rpONI87C3Tue01t6jyUJ076QpXJ+R3uMUfS+nt/pMN7Q9xaJBestYjRrfN8rHadnGusShdMTz61zjZOVyjQVlkW4fU9H1LFtLLfOA6G3+M5SS8FYgwla5r7yUs+t9gyZUklLefv9OdP7c3rLsR7aPb4pnJ45aq6kAjFWbt0OVAMhGIwI1sKShMvLfcOmLeSSUVippZREtQrmDKFrh6A2pBVUmsgpYapgrMF3AYylYvT9M+9sa3lvb0ClUEqminJPRISSFakcWtfeWEPKioSuVKxXjIQCYgzWOnIuSOtphLqiVvDBsNsW5n1hc+oY1w4DrE8CSypgKj4Y+tEhBWxVRO9u0VT38lGi6y2LVJyH/XWmtl6CcRBTYYmiL7PRU+n8biAuwrwXchH6lWNJle2+4INhe6mYFtFEgxKFeRLGlcN3hmnJ5CyE0eK91v/nd4NulJMwzYVx7chS2e4VQxQnIS2CDZaUtQS7ucyMa0c/GKY56xjXG/pBm/ynt3UDWiZhu8us1hYBtvtMloqRyvYq042OKWmpePlWYlw7usEyLwUQslTGtccYWJ867SXtC9utlldY2O0Lc9Se2eVbiWHtmFKl7wwXbyW6wdKPlpSFIsISC+tTxS/1K8fJLc+8L+x3Bef1Pk9zYddKkotHiWG0zLkSguHmImPdoQ9TSVlYlsL61GOMIfR6T5epMO0VGxUGyxKF7b7QdYarxwkfDLlq8zbuhZwqw8rhPMxLJiVhWB9gBHB+N5CTsOyFGIVh5YhZ42QdTDcKWLTOsN0W+sP9md5+f8aNoxst1cLVTWZY6zjcOTg596QkbLf6d5wHkwYFnlrbAKzaTzVUStZn1jtFQEvVgzEuC7kUqtFn3lZNp421VGMpUrSt8Q6u93QJ5r3Hh4Bk7eG4tpnkKtpgNg5TDd4HDOC8o0htOB4F/AnSmmkKVjsbz7h6Q4h3Mv3oyKlysy2kJPQnlhAMlw8XrgU2G888V3xvefIkUUqlFAhdO3XGwIMvLRhTyQVOzjzWQDDw8H7EGcGcddx6IbCfC2Y2pCS4YCmpcnG54Dp4/AgkCzlXTs8Djx9GSqkYA92gAMPVYHnrQcIZod94bt0LpCgs1xVJgrMWKjx5sFBrZWsNy6Q0j3HluL7MxEXwXhvLtcJ67Xjr4YK1EAbL6e1ASdL6R7oJWmu4ehSJseBcx9XrSxsEaI/kyVuJLhhSrvQry2ZlefxWZGe0lDi5rY3ay6uMt4ZSwHnD9iIxT5mT88AbX5zxwShUQiyv//qED0/vcQiW68vE413BmsrJ7Z5w23F9nXHOkHPFecu8zUy7wvrM8eZrC95VLRdXgTe/uGBdJaXK2XnAOYPMlUcPIpbK5jxw617gZldw1pBSxQdLmoVpl+lGy8P7mhHEpBnHozeXRleAcaMHWB8Mjx4kHMJ4qmvOUZijlpWulW4XDxaMRUvJKEiB9anXcbcz7H6L+9NVy9DB5VsRI4XkO27d9Wx3mRAtMVakQF2EqzeF82+6y411GOfBWqRapBTFw6H90SwGkYIzDgRC12kV4b0e/LUguWKdb3isd7b5wHs8A1qmWUfpBuXgGB1Z1oZDCMHjvWfoe4Wve48zikytxmgnH6hUvLcKSCyOl89e5vpJZHuhIK64Kzx6bSbNhWmX2W+F/XXmyf2F1z+/Jy9aAlRT8YMlZ8H3hu0TfTFLrbgAcZ957df2zPvS0K+G+UYpJJf3F/aXGe9g3makVMLKaClTtRHqOsO8TWxvsg4srIK+3vz1PRePIt5CTIZ5qw/E9ePI9VsRZyHOhRyFMOikKifRhq2DHAtXjxdcp2BHTOXhlybuf3Fm6PShXfaaKe1vMpcPIqbqxrbsC643rNZaclpvGj9MuHgw4zqj/K0AF/dnvvhre4bOEJdKXCrLvhCnwsWbizYwa2XaZmwwjBtHiRXXG42N1zVwHO/xzePIFz6zIzjIixAjzLtMyZXHb8ykfcEYzUCNNQwbqwOAoI123xuuHy3kIjo96gzzTeK1z+4oSfspKT3NQC7enJmudTo63ei0s19bvEEPGqn43rC/Skz7rFmCh7wUXv/8nu1lxtVDnHTNq0cLN48T3sOy18/uR0PfGaRUzc4DpDnz+I3l33t/nrwx8YXP7JhvMtdX+pxW4Mmbei+crUw3meuLyPtuvZ+PffibiSmzLJEUF0JQaIpzCp6Vxvcrovyx4IO+T97jnD8iwTEGH5SOoty+d6ZS8d7OgIJjnhccmtFIFayx9P1AqXtyyjjvFZVZoIgw9gNSCjlnwNA5T/UGqYVbZ2d8+tNv8L/9+B/hZz/z/+Jn/82nCM6xPq/UYnnz12ZSzvjOkmNh8Gswuql0XWAYHa6PpJ1nP02UUjk996R9YNov5FRYDSO7Rx5xkWwS2yu4eBTp/ICUyPbSM20L15eR8SzQO08siTJ59vuFnAurEwfFMO+EmCLBB5bLHnxklgWq4epxpA8jvo/cXFTmXWVeEv2JZ9V1xBKRaJl2hZS0XLSXibizTHHGYjhbbdimyC5FrLNcP4kM3Yj1mZvLSNpZdtNCt3ash55YIjUblq1hjhPWGX35doH9PFGlcn5yzvXDxDYt+OC4eRLp+x5rYXezkPaB3S6ynzKbdU8W3YzT1jMtE7VWzkylTIHdNCGlcr65xdX9wlRmbGe4uYh0QdHx8xQpc2C3jez3idVJr+VFWci7wG7WNc7uBGIK7PczOQsn44abh5ZsEmILNxfgfSI4HTHHvWN/k7m5jqzOOoK1pBIp+8BumilZ2Jz5do8VNd93PdOTQPWRWCO7Fvs+jNihxWkrLBeR8dQz+Ban2bHfR3LKhM6QYmG/T6w3A+U3uT/n63MuHl3Qn1jufzHhXp9xJvD4wZ40G26uMu+7+yL/5e/9Azz44jXTLJxsDNVa5inijSHGhSKFzvf44Cm1kJfcuG5GByG20nU9NQtJCtZYuhC0X1Te2dbynt6AShKkTFjnWK1WWntKYbvf4azWoqZAsvWI25imuYESdZcv6NQhxczp2S1ee/N1XvjcBd/zLZ/AFMfpyYaL/SVjN1ByZY4TuWb6IfDi5hUu4yPmKeNZcXY+sC/XnNkX+NKD1xlOtLF4Gm7z6K1LCIn333kfPWtuzGMudheYaugGz61wl0fb+5z2Z6Q68eDhjtW6Z+PXLO6GE3+Xh4/ewvaFbnCMYcN0LUz5mnt3bnOvf4Wb+oSH2wcghjAY7vYv83D7Br0Z6QfHGw+vsNZwZ7zN5C5Z+VNuLiKxbhk2errZecOT7UNu3V7zNWcf5So+4f7uS1AMYbTc6V/k8f4hNVtuf+SU1x+9RYrCCyd3mewVwXXUaeBq/5jxzGOtYVPv8eaT19nc6vjond/F1XTBg/lLSKn4znKrv80u7pjnmZc+co83njxke5N58fwOkR24ylju8PDiDVa3tP905l7iSw++xHhq+ei9b2Y37Xlc3mSJEecM62GDEcf1/ooXzu7x6PoRlxeJu+enGCNkt3BqXuL1h68xnnmcN5yFe9x/+BA/Ch+6+2HIjmsecb2/wWLox46NO+Px7hHn4zm7eMOjRxOnZyOD7Ylux6l/gTcf3CesIXSWTXfG1ZOJZCZeuvMCp+42W3PBW9tHGNF7ert7kYfbN1n7DcYV7j+8IXSeW/0Zs7ti48958vgGcQvDWtsCen9uE9mDq6zKHR5cvMG63eNfuf9v2C17TFJO3q3VLa7nK1b9ijgnvvVD30y59PzP//pVnF9jnKekTMyRbB3jeo0tSpbNUhTGUgtWLGIE6wwpFaosFKChFbHeUpIqP7yT6z0NRPzzf/7PU6vBNU6Ptx4Q5WKhWIqSClIroetIMWGc4imq0TF+FcEI5KKcK+d7Hj28zwdfOuF9L98CnjJ6tW3NMdM6XBUoWfFA1uqUyRrDgQh8uMNPf13fxhI+rPvsr6Wo1MFhTSUTas/l8DO1KrjsN1+zKkfombVL0X6EtQ3w1/oTzj79eyL658c1MccFatXv8LY1G0jTUNtnezoq/k3XbAt9+T199hIBqfW4pkp9aAP28LPyzHf/8u//m61ZG7COqp/tuKb9D4jTM2tap6NtEb1Jx7i0/3qna8IhTs/EvsEZjDXt+atU0QmpNYcBDMd7flgzfxknS5fRf3+aFv7dZx/guxWrcQCjkibznAjOkErR96MWMBahYqrywGzjSZbcOHROn5HQRvfUyn7a85P/55/6/28gYs4J70PrWwBGlOwp+kKIAVvBIvR9h/fK1q7K5SPW0oinhhB6lkkbxud37vD51x/ymS+8RfAOaA9X1T5PrRXJmX4YAMM8L/pwSKUeGPLoS1dyAdpDhD4sIfimz+LbA6u/n1OkHwaMUUbygVaCMe3hMzirD1FpcgeHzC50CsZU+Y6qnB0qOUa6vsO5QFxie5j1IazWYNuaxhiWGLENWCKl4oOjNl2eWp6uWVI6wh1S0klka+Pr9zembXKWZZ5xzlNRfpFxVtn8ThuYFV1TGru7C72SKJOSUE2t+jmtbUhe02RWPPJMs9M3VQJ9QVucRHVwur5vGKf4dM1n4qRN5YQx7ji9OcSJqnxDqe3710rJymrHWJYWe1rsTaP+KIJeEKHt3E/jdIh9/bI4aSnqWJakd+WwWT0TewykmI9YpmfjFEKLfbunOSVCCHiv+lelAXKNUe7pnTv32KxHjDXM+wmTE9YpwNC1tkToOmrRw6AasCJ4b+m64UjKFcV/EkXfJ+8swzi+o3f4Pb0Babdd72hwKh+QUtIXoIHiqqh0RckZY1RyYTUMxJzJRSU0pBRqkTa6FyyGF158qW1MHTFGfQC8oVbTekuaSXkb2C8TQ9cjVO2ndJ1uHFUFpYrU48loDPTd0BDaFddY6Dkpc946Q3CBqfFunPMqBdGa7DqhUCKm1Kfn59D3ylrOBRe0gagkQ4P1lmA9S1ZKRN8PzMuCMRC8VxY72ix+uikYhq6jiKiuj9c1c0PB2qBr5iLknFiN6yMTv+86xYw07IjQSL8YOu/BWHLSzc46KEL73BZndcOf48xmXLOkSC6Foe+RrON7KdJIj/rSe2fxPrwtTlKhpNLipOtOy8zYD2TRz9x1PVWKst6lKju8remMoet6lqgNd3uIU1RBONPitF9meh/AGGJKbdOCWgumat/xEPtDnGLK1CK47pnYmxYnF5hj1Glp6Fjicvz8UnLDeT2NfUV1fXIWJOdj7FXMDFzQZzTlTJHCOIzMywKm0vlOsXJNj+i4oVv9bhWITVPLWL3fFoux9vgcYmAzqgaTSKEPnpILJed39A6/pzcg20bLXRcaCLk2VTqrNWjVUaGzCqzyziCSiLEBphqSmlp1U3GulTuafpo2VTNN9kKKHKUGnPeUHMGqZEOKC1j7NJC1quSHMU2ComCdwzW1PmgnV5POcE2RsOR0lLjISSdk3jpV35NKEVHchlNwoUpdHGQeKj54PSXTM2tKRqQAmmVZY5VEaGl6L/WoolfbhtmHDtCJ1nHzaS+KCx0VQYqSQXNJpDhjGmakZP3cseSjaFyRQt+U/EoVrHNYp1pDQAOPQi16n6Rk4jI/jVMuLfvQzdBiEMl0XkfCtUmWOG8pWWVZDnIVpSR9aWomxYVqTIvTl8dewaih/X8tV6rKfYjKjTh3iJPGnlpIUTCuicM1Ws/bYo+W7O5YDgm++01iXxLVZKCQUmnZmaUaZZiLiE5DNb2iAp0PLfeUp5vPIU5doEqhlowxmrml2KbF1jT1SaEUjbGt+nz1Qe+ptGfCON14TZscG9DYt/cqxvn4ruWGHYpLemfv8H+szeDduGJKCFWbp9a21NbS9T3Ots2kqjyk4hUqvpU9Bghtt845KYZBIKbcqB1eJSyL4BwMw6APUXsw52XSDUmklS2acbkm15pSVC0YLDFlctWf894jWUmww9Drw9fS9jnOlJwptTZdItfAZxZnLCnGo7hWykWbg41OIkUR3v3Q4azDW8WdLHkhx9T6OSq9WRraNnjfRMIqxjhyFlITWjuUHwYInZZbzqr2TCyRtMTWU4DgArlo7y0ETfdVvtVTipBKQlD0+WFT997Sd30rrQxZMstywM1onMohTl1QfaOSGu/vEKd2wDgVCrPO0PdP4yS1auzbxu2sYqaoumlLEXJS3Z4qRtds5ZF7Nk7j0zUB5mV+JvZa+lEVwwPmy2KvqoHGumfiZOiHvsVJY78kjb1IO/Cc3jstaZQCgVHNqmPsjdWyq2nz9L0qfR7jlCMppnbgoe2KorpYGqeoz4V9GntFMre8pILvHF3omtSsxik2ffZKVanaJm0TukBOuWlB/Q6YgvVdTx96pmnCd/rCIZWShND3pLxgpDJ0nT7AAsF3qj6XBZ8dVbKmzp3BVDkq1i0x4rwykRFDSYLzHZVMzpk+DIgIWfQlOKSd3lmqaPYiVeUKhr5rIMWCVE1dbTXax7Gqp7LEhc73mFopperLIpWUEy5r+l5KIYsQvFf1RalYDPOiYEHX1qwYuqFnXiaCC9hgVCLTWJxTkf+m8UUVYV4yXdfjHDg6rLXs51nR1CjfqVLpx4Fp2eNNwHeWlFRyxIfAMusm75xqNy9LpusHDKLfyxiNU3DKOxPtY/X9wJJmHFZV+Q5xCh1xWRARQnJUUbhA6A9x6pGq390FfYlN1WGA7zqKJGoRhjBSyjOxTwkpiZAtVbKqEAKWytAPFNEy2lYLpuqaSbDeY7HEHOlDj+pTqxSvVCE1veZapX2Hqr2QviMX7UctcdFDAKPgWWPphqHFqW9Zih4G1qLlV9YsqkghL4UQAsFbanUY4zROTtHIUgSpRuM07/Eu4A6xb5vFgaOlmb5+7q7vsbbibYcxlv00q+QvUEulVFFt9GV/VNBMSRn2IQSWZUGq4JNmkHlWnN07ud7TG5APQXfklPQF9IHgKid3HO975awpJWqzb7ububnOfOn1h7gQyHNkSdrRHzpHqQXjvEqdLjM5F2qBfhyZ95OS+KzT6VnXQ4W0RATIc2IcR3IqLEnT9L7vyUXh6c57pCbdlJbM+mTDvJ/JCF3oya1R6qxjf7NDLJSYGMah9RaauH3XkaSl9s6DKaqiuCycnp0SUyLKRN+NpJIIXU/wnt3NFjHaZ9FSx+kI1Rg6H8hVdOLkO5V/jYvKlZ5sEKDvDacvBN5/7x5JEqtuw266IS2O+w8uefz4GusDJSaiy6pf7FQGxfpACJ55mZumcA/WsywTw6BKf4rV8sR50VKLSo2qrxznyJwS3nnNCFucfAhM89w2QUvXD0z7id6qhC3G0LW+UclFNW+WRD+M5HlhTglnHH1nybVgDmV140SRhdV6zbSfEbMQvMrAdt3w1DzAQI4ae3ImZtUL77sWe2OxzmNr0qxljpycnrBMkVQn+m4gFe1Fee/ZXW819inT973q8iQFcfa+0zgZg/VBCbopEueF/vSElAvLPDH0IzHHY+z32x2CHn7eeYxTOVesxr4ojwkTAt45loNMsV9RjdXY3w28/8U7SNUNfV4m5hkev7XlwcMLnPekJTG7TGgZ2PwOyajv6Q2olISphnHVk3Pm6z50zjd+4/u4mC/5Hz//D0kp0xlLv3Zs3Et8zcvfyHd97UfZX0d+/hde1cnBMJBzokyCddqcrFno+0CRwjTtCaFjPa5Ykqa0eAgNe7Td3qgecHMdqBx6BoI094WYE0hrcnvDbrfHe89mfaJThKyaMMbDyekJl5eXOtUSUfg7DV1qLcs+YxCSJFxV6YthPeiazrFZn2i/IKtGsKmV09NTLi8vCMEjVSH11QFUfB9I+1nLPtca9VIZNyNzXPhf/f5v4PadU3718S/zzx78t+x2My+enbKte77t9v+S8w85Pvat38JnP3ufV3/9ESJCN/SUeaFkwfhCKZaahdW6175WLgz9qKL0JWm/oKsM44CZZnLJZAtGDK5BJfwwKPl4EazXzJBSGEZteE/TROg6VsPIkqKuGRRq4ezIfr/Dee2duLY5+k4b8DIJ1llSjtQidJ26n+x2e4JXAfolRSTpuMd6y2az4frqqsWptOZ5PU7WDi4ZqUTtjVmDW/UtTp6T9Qkpq9RGbv2507NTLi4u6J5Zs1YtrV3nifsZqOSim6etlXEzsJ8mnHVsVie6eRdRyEmtnJyccHV1pcoRIjgcxlVqFXzfkaeFKo1UKwZyYbVRU4ePf/vX8vIrd/jC1av8T6//Q6Ypcnu9JtrIR05+D6fvP+VbvvlbeO2Lb/Hpz9ynloIfB+KyPJ3SfoXrPb0BGetwRsmmH/3aF7n1PsPf/4X/K33veGt6Hecr+5uC20Jwb/Br5dP8Zx/6z/nmux/j6z7yAp/93Jss84wPgX414KzRNb0gzVmg63pqVRHxmKPWwTFRXQbzVO8554IPjpKyZg9dxzCOqFysJ9dMrYUYFRFbayW3NY2xSM4kydrobKP/UqSl9Ya46Jh2GAcQabW3nmQxRrrWNM4xk0sCY6i5kGtpa/pj/wO0V7bEiDO2janlqQOHV3WB7/jYh3nMl/jH/+L/ybAyPEmvU7Lw+UcPwcH/9OQfM7oz/Nc5PvJ1H+LmZubBwwtStA2q7wjt3/XekXIr2dq0UTWgswqox4Tk3NBbWtrkom4PcdEsz3lPPzhV5bO2iaZncil0oYdaSUsk5YjDUFJq5gFWQXLGkHMmBE9KhWVRQ4J+NeIMKiAvVUuqY5xQAfkcMajJQS1gnQrvH+LknVXS77xonFaj9rqcoogrhbhE/ZwN+KqxN0jO5DYJVDrDAYOlQ5W0RGw/0I+DHpotTiogr9mhUiJ02FABipCJx+fpMIkTKTivCoa5lVO0sl6q8iVzyXzsd32QuLrg7/yL/xurtefx8gZI5eqtB1gHbz15TMeG//zr/iAf/Jqv4+p64kuvP9bP6rxKG7+D6z29AVVQWcwh8OGvfYn//t/8d7xx81nWtzwxC5RKTIXRW2JZSC7x82/8j/z8p3+O//3v+VP80i/dsDk51YmJs3zj62/ipz2SM1J1OuC9Nq1tq++ppuFzpDUF1W1Dmtj9gZVvncdYePiBD3Fx2jXwmQqfg9brE0ujBWQVM2/+UQeMjPZrNe02NPF8q+Phg6CPNnF1EyxZiDVSTaWJvCBFKCk/nZQdWpJVNYCKCNYoUNNaT6kRay0vv3jG+nbgn/yLf0Ze3WefrAplSWGZ4eTEMJU92U/833/5v+H9wzfx7e/7A7z66pc49QF13ghYG5rQvMXmipjahgDCUkv7XlVF0GLCNA7SAf9US8MsVY6TLe87clUHh1qUg6Xa3pUpKokzZ8WrpJjAtuGB0F5CwTSfMWmDixAGCqKi9FKfiVN5e5ycvuiUouV9a9SLNI3xFifnDF0YmiZ/wWJQ0wPUOYUFUPKybbCKlA++Y8cotWemxQmYX1j49fd/QT+DFFLR4UatrcneBDX0f7T3ZFrzvDZU5MEdxFkP1rCOa772i1+r0AlnefF8zZ2XNvy3P//fsXVfYB8dS6yYKixzZbPR2Kcw808/8w8550P8bz78R/n0r/46Z7duNazQ/w+L0v/HuqwxehMl0/WWaG84v+vZzpVxbVQB0CiuY5mFHBMnZ5WL6/s83L7BJ/7gt/L//tTnQSBX4fTBQ87mPTRMiILHdMJQ2k3NWTBN60ZfDIX5+gYJOMoQ6LCHJ2e3sacnVKMTkmFw5JTwzjIvkWHVIyVR0JPXiKGUBeNsgwLoA++cNsRT1s3Kt6aoTj8sOWW8t8xzbGWJqB2OUUJjqgmaaaJzTn2jvNORfdYxtbeoTQyqd1OtUPsbNieey5vCyanh5lIlGIoYpm0hBYM3mc8//FW++6P/Bd/2rR/i1S9eNtsYA0WV+aw1iDPYquCskls54yxFMhbFFHlM21w8fdfY320UXYpKiFAirvdY66HBGyQ3SEDOdH0gSaI8s2bMEeMdfaegSoz2wKoIqQrIolYyxiEG+t5TcjpmisPYU3KitI1QG9ILxjm6oF5qB1sbjVPBEHUT/vLYH+PUIyWTGzgUgVhiwxh5lcjIuRFDKykVtmHL/Xv3FSJQUbMkqW1jK4Stw/+aNvlNmwxba5i/QWCtgNYqCgPB6EF4tjvjQ7/2QUVeG0/wRl1Owg2np4GrbWFzYtjfVIytSLXMu4K1Qt8Jr11+Hr5h4Tt/39fz7z7zsDX9fweUYCUVss3Umvj1i1/ji0++wHjedn1jSdnQr4MarHlLGC11Eca1Z7vc8NEXP0zOmaFXr61cElKeImEV067eTrWU9v+1u3/QnS5SNfNBNx9Dy4oaLiWmhTgvikNpp6RIZVz3bdze1q/SekmWWFLr1zSrn6r+UKUIwTpSbqm188cTTkphXG2UGoBioaqpeAvVBpK00q4acsP9dEFHvcF5pGTmlAhBX4plmfmV+/+ai/mKuO8IviJiELEMJzpxPL9rscGSd4XdnLBeGAYdb4eGVZnynp6RguJjpBS6vsPYp9mHD4Klqqg5NDyR6kfHnOk67UsdnEznNNGbEdUvrsdRsvOOmhQfphrglb73gCodBK/OoCnnRsdQhUqLYUkzB53rInLMurqhU1qIMc3+p8UJy5KFLuiapRQO7ixSBG8sMS0NHuCOI3sp6rhaGgLeeYcRlfioYomSGrIZsqjG0dM4uSOR2jp7pMoUUTNMs4WP/MsV3/TpU9LRGFDv5S+WS9743TMy0u67or5dey7nZU8XRkotxFT51Yf/jkfbR2xCwFnVqs7FMGxUfeLstvIcy1SIXSXXhfWmV3F7H1S29R1c7+kNyNiDI2Xiw+cfxeYOw4QYMMHiB0NdhCqqGmgsSGrcJVuPYvPeB3rvCd5jTGrVTTlmMaU0QBaQJbc+SuPqONVI0d862ABpMzI4lQKxPmivSmL7O579PDMMaiinHmMFC1gvhK6HLEdpVmu01u/6oEjehi62xlJIWKMWyPv9RN8M4XLOxJgp1mBtExHPmr1IVo3feY50Q6co7gZyM2gzNbjAC6dfj+T/HmeUDmE6hwsqWpZiJQOdSNMmMmAqpWhG2HU60vUuU43DNpU951Te1HtD6BQXFHc7zWRRIKXHNRSxajzFRftrIQSC83iXqEYtZFJVpHAqlZozfa+9sLifWuZR8R6C6zClUgzacysqO9J1gT50+JSoRnuKIhFrwVTHvCz0g665LAtS9Hs7X7XvlhsprRowhhQzoQ+suoZMb3Gq9e1xGnpVGVyWRa1vjME6IYQOk/V+16JxWpZE6ANjNyge61CmouN16xQScfb/cHz35T3u3hv4wuMZaUYHH77bM/5rxz9OD9h+p05mcwN0OqvPfd8PGvsKzlg+fOujSLZYo8Wg6Ry+U2pTLpWaawNcaql4QOcrp+zQcvjK13t6A3oqSu/aryvD2mNsZXdRWGbBB4P3Bt9ZKJVuZbl8nGglPimnIz7jSMuttdXNFdNOQ2l8p+C7ll6KZklFT6m+78BDSqVRBfSlLKIZkbRxs7EGkxa8cw2wV+lCj7PSfOYzkhRrtBoHhmFgXiIlFpZF8UEiB3G13OgMFvJMsLbhjxTzsVr51kzXyVPKhS44Nps1S1QR8WVZlDiLNtSlaol3MNSrFTa3VK3v+pGK+PsTT+gM866wXntEbCtNNQYxLjirYDpVN2twhOb17jmUGwlrHJvNmU64iqLXcylUyZyd3iJJYrdLxFioVagBpBq1P0ahFyKCQxR8t2hTf7M+IaakZMqq5VssmdOTUwTLflqa4p9my3pPNYt1XtHkJse2ASYwMAwrhWc0n/nS/N7X6zVD75mW2KAWLbMoHP20XEN+kxZCowxJrQTfYW2g1oYdy/q/Q98xbgaWJbLEp2vmcuAWSiM86wDDGQMOtkm49/I5/7v/8sPawM7Cz/3zzzDJNdiqE76ielklF4xvlBYUre+akSYNXb4+U8G/67cSKQrD2uO9IcZGOO4t+SJjvMY+xcji7LGS+ErXe3oD0rKkYKv2Ok76M64f3+fk3BM6q6PoLOx2kfVJIBUoi54aU9xhjWEMin2Zp7llLg3MVzVbMPZps1LhauVIEtTJQcVW0QdD0x/trVTaZtCaoYtOKIy3SmVoUgcGS6oZ5ThVVqtVIwOquHfaz1QRxmZNPc26eYU+UMUcwY0udDr1yhGwZEkYqxviZr3SJqbTl2e32+uaLUuJUce63eCwpm1iIgx+wNNzc5FZnThCp8Td7VVC+5eOlCvLUig1EfOCt5axEUolR0LfKVCzIcytU8WCXFLjXWk/IqfM2PcYZymlUMWzmyaqFIJ1+ODIIjq17DpC6ElL1NGyd1jnj4YExjSuWMl45wld6wVVz7QsIIKtKE5IKnMTtut9T1oWvVfe4nyH5NR4hJbc+j9UWI2jcrK8I6YMUcvBVZucTdNCcJ6u78gla5w4xF7dSznE3qhqw3q9ag1shQHsd9MzsTcsc0SyYCwg2kzHcGxCX3934rV/Dt/zuz7I/Tcv+Zbf/X7+7b9+jW/+9o/wP/zqF9l/u1BTaUhz28o3Lccx2pwuKSNi6GzH4FZcP17YnHlCbxv+SU26Q9DYq6tMZkkzoz1j7Do1TJjjO3qH39NUjFKKlltG2eZTvgFgd63C5ye3HTlXOm+JuwJF6JtWcm6po4hSOfQUlOPOrZSB1tdpJw3oVEr/3tNThNZDfMr70odCMyBlDNfGv9ET/jDtUeveIoqalpqJMSpEvuhGeRD8PtBIlGKgIuL6QfW/ck7gGjTBuabLW6m1NLW7pGTOqtVCaP0Wa+2RrZ7S0pjkjR2fFwozaVGR9tNzT7fWbMFWC1mouTJ0+nvt3QSMlsZGaQki0uJkEckUc+CCKcs8S8GYesRZpZh0slS1dNQeipbKGEPO8ahqeVDtyzUf16woz0k1ndVzPcWIEY2f9Q4XdLrpfTjGKbc4HWKfS8L4lhG07KNC846PzeSgUXfdU4cV36hBpZbfNPY4nYi5BiM4ximqeYKUoo4iVukNUhWWYJ2jmvq0v9LYoFJbu2A0XKxm7j+54QuPLilSefXhJW8+vub6ZKEqfrFVDFoyWtO0rxs5+vD9kyRSnSi5stsWTs48w4mlFPDGIotQszCE5oZaGsOx0VwObP2vdL2nN6CYot64VjpZYxhWOtnYbzMiEHrHuPJszjyrEw3gYWwLYH2gUptHuJ4GRcrxzzlorVjbaAY6caAqulRLLVrzWf+KaXyxSsVWJYZq47hgqtF0u1kEHSQwjdWsalkWFXxq2i+uCTTb9kLr1EOnSDE/zaI4wAYa38y2HoHzVtdEex7GVHzrjRinL9ZBcrOK6AubU8vmtIcwbCx5ae4TztD1js2JumP0a3vMYg6TFeMVkFlKxtSncTr4+qpMBnRO+w9VlLWec6JIpqKuDc40OoAB63WTzFIa0C8S89KwTQqLkCJ07Z5WKTinh0pKCTFaIhoM2s2ruqZRqoF+TsVlHbKcWgslC11Dc1MFo44GxBipaDZyjBPS1mzT0Ma6T1kZ/aaVOYfGv/eu6QappVGcF6opx+eokVZanDSemvHKUXzPtDq5Vm2mv2qv+Kef/iyv3Drhl//Va7zv/IR/9Mv/jgfdDmP0Z0xtcWrPQW2aRjHrPW0aITgL40btjHZbReCH3rLeONanXm2lWuwPsAHzTJzeyfXeLsFCwAePoE28IQw8eP2CYXQqRBYVX7K7yZzfC5QK28tIyerTBLSTTzORAwG0Is1p4zBhEgTbjnfz9H8xRya2aSNNYw+Z02FyokROQdPsXAred8R5wXbNqbUq6ldaFmWa9ow1VsXznQLpDgxpY53qtFBVhL+UBoePGB+gbaCmNlVIczj5tembU8YKYN2Rz2WMJYROm5/oI9V3AXLgrdcXhpWjpObqYWDaCeszz7IU1UuuHCeEuinqRhxCAKfZw1HuoWWWpeGnqAZpsnq1sb1LG03r9/dkyW2kbDVjdY5StWylEU1z0umQtElglXp8Vg7kVGuMggqduuPWUlsWqFQMQShJWpxUQ8lZxRsBICrJcjhwKqjzyjFOWvbalg2H0LVMrJBL1jXniO3MMea2GkUhH54lp/o/SpQFjPaMDLppHChBqjckjZUurP6V5ZX9CSY/4WdffcTVLnB3pVCADzw45Uufu2b62tySZn02qM/EyVjIphG8HY6eR6/tGFYOyZV+dDhr2G8LJ+eBmITdddKM2BtIqtGldui/A5rQ837mzgt3tG6tlavdjtVZIC8qkWCdwXVG7XH2wrh26nZQjT5QRr2XxFQlCIrKVXR9r9ywwwQDOZ6KztpnSq163HBK0f6Kt+qPfdiUShH2ux3rkxMIOj0IzlGsVZ0fqxIdPnhVlDM6nrWV9tAWhk49nXJR58pchGm/px9H7W8sheACYpWweQAdhuAJ4qHn6Nldiv5MPw5YZ4mLPjCUqvra3rWpT2WOkSVH1meBeZcIK1gW6Do1xqO0E7VlGvXZhrvzWDEsUcW1Vqcblt2sciEizFFN/lLODEOPqao/lJqERy2FKSkhOHhHSdoIdo1hLsvCydkp8zxreWINOZXGmhe6Lhw1inUzUbW+JStQc/S+Takqzihhc1l2bM5OoUaqGNU7MpmYYpvoeZx3rfenSGRTqmpLSWHsO8oxE9VNYdrvGdcrQnBKknYecYqIP2g8hRZ7jI5VHKq7lEpmCAPGQmyxh+b86xzeOVXiNJqFmmT4jnyXl998xLfna83ijeWfh7vcPznnS+m6gWtdm4YKB3WCZVYA6rgeAf1O+3lmdR5Y9hkxFrOoWWIqSs62zQZdqjRAqDmO9u07LMHe0xuQD47dbmYIh3LJ0I1KGpVa6TaW60eJk4ZbuXwrUmpBKqzcCQaVkeyDTiGsVTmNlLV0qEBBewmd75Ur1AS7DrIcUiudDzqhaYZdzqhnkxiF0/ddxxwXjKj63hRnckmcbE6Zoza/cyoKX5eiejzDQK0LiMqEhM7jgkWsEIBqDblkaoLgLNMyk0tkPZ6QpVARHQl3QTFOFQXMGUPvVeXOdx4boFr9XJK1p7bfLxhGVZZ0aJklnn40YC3XjxZeeHlgd1OIsSAIjkBnB4zZ0/ugZZgUSizgHfvdRLCWGONRPrfve0oV1eMJoW2Emj0Ow6hyGUWlLDrXgHMIsujP76YZT8NvGS0D1uOG7bRTUqs3BOswqOf7ahy1X9QoH53zVAeCYGLBdx3TPNMkxJlSJkviZH3GtOwb010zb1t0o1kNIzJNqs8jKvDmcYhVTBjWsKSEEeWDTXEm5cjJ+rSVe0rL6LoO2kHX9x1EqE01MQRVNKgWQtBNq1bNqpwxLbssLB+3/ONf+jzf/G82/Jq9zefiNd8w3OJzy8znPvqE9LXgsx6czhgt7VAFA2f0s+52M2froWVGGnvE4XuDC5arR5F7L3RMe2mOL4KpjsGtMNnQe4/3Ael+BwiSlSTAgrQspDc9vZ3IvWW/F+JcWY2Oea6sTiyrE89uquQcmcpWFzHKKUqzjoSlcYEMpglIGYypxKR4ExHRPk6TRjXVNjnPppvbMiPnLJIizgdyFg2UAfCNK2O42W2brIaozQ2NHW48+73KLAiKXi4Cfd+z328xxlMlI22iEeWAvYD9POEbGVa1sRyxKql1mhaCd0c5Uu2RDczTTnch45CUdcQsgq2e3gYGbyi92vM4XxlGzzQLobdqX321EMtMFO3JuNBR8iE19+SUyZIpxipzvCSlTcyzdk5EsFKIRqBRSua6NA6XnvDitAcjSbBNcyiLnsz9MKjPtBNudlvlZYlgSia7dhBU2E+T9j2MHlKlUXDyPGG96uMUKUhTwjSok+jNbqsZTAMbSrAUBGs8+/2kIMIGKJUKXd8x7bdY49VtNOdWXml/znSG7X6vIEZRXzpBe4/OeKZJ1TBrA5RK1ThN+22LqfY5a4VsOGa8uRSuXqj8/O+5ws2w3IHPvnXBcgpykgn10DZQ3JJ1lpKbEWETpdfeUoepTidhtlIHyxK1z7RaOfbT09hfXy+kEllkwjFggyop/o4go/bjgAgY00aTq8h2p46Tp7c9JVZMqHTWYBxcP8lHy1xjD137QolJp1rSSJu5NFxQ5cDF0YyHBipTWLx37aE02gfQfnGbkuV8xEV0Q09K+UjrENFGsDbsGl5GCvvtxDCoXKvmXw48VNMwLk1zR0rEhQ7TGtzOagnROY+xilc6yHVMu4mu60lVPc4SFZzuN7UW0qJiZbUkjPMqazHNCuLrCskkdpOhGyzrTq2AxlueCqRc2V1lHLA59Rw6wjktmKqKhWDpxgGZdEQfY9IShqcurw6lyWC0FM0pIWK1xPE6Jayi3D4RxVn144DMi2YASUsSQ6VzXtd0aMm1W+h61YAyrh0q3lBq1kFCPKgCLnTDSIypDR5EJ1XGYL2ijA5KhNN2oh+Go0hYRdcUNL5pnrU/UyO+6zHFUbL2hUrRElwxUy32prDf7Rl6lVGpCLXqmrX179I8Nb6bNoONVSnhA7Jen8sC90C+U1pMC7NtZX0vlKKZuTk0yXNtHDttbIdhoEyLYsK8ID6xndQRd9wYlr3gB4+gw7+bywQCJ6e+MQeq0leMamK9k+s9vQGJiELubVOZcyM3+ycU8RgxamESDyZ0FaTiWrlR9x0qP6rlTNf3x+zF2mcmC206peY9lWrRqVTj/ShfR8u6AzcH2ki+aVBL4+McRv3OaeBD6ChF9AGxFl9E+wEhsCyxIbXrUQfGYHBBPeUVyau+6lIqzqnqX+h7JAtiKjiHK0odsK5va0pzkjU6bQPVrAkNxGcNodPUvOs6yJ55H4mTKgV0vSUvigaOc5tWVVTmNjpqVWZ38JYu9Cyzyj2oPz1ARURLQxF1WqjB6eZuDV3XYa02XbW/AZFyPAQ6r2sqMbXx70QwbQJlqgqWVaf2Md4Wui7gvCcukVJ04pXQjNRiCL06pqhsLnpvRHCuSd42dcbqKlSHq0/jNM/LM3EqR/OA0HUKSJUmpxF0mOF8Pbq0HGPf4uSD4ruWuZX6LU7FNPMAHwi9NrUNHPuQtKmua8Rp59EsL6u4vDWu9Sir8uAsBzC/NuAbWLJW0di3rMrWwLzfkxaLwdKPjjjrOxAXnf46A6UYWNpEUcAFR/8ORem/6jH8z/7sz/JH/sgf4ZVXXsEYwz/6R//obX9ea+Wv/JW/wssvv8w4jnziE5/gs5/97Nt+5smTJ3zv934vp6en3Lp1iz/9p/802+32q/0oDXhWjrYleefwwdJ3jhyFobf43lIwrDcKpCsYnlxGJCiORsfgGg3NevShqQ2DYxvuRprzhmnTlcNmZdoMPrjGRao6VTm04JxRaQuVStCHMfhOhcxSxrS+k9I9vKbhLdvqgj+6CzinMABTn37OUnLDLSmWCWNJMUNbUxqFpDTULEbXWa9WgEJTDuk7DV6gTVwV8CJZcjsBnXVIEk42jtSmHpsTh3eGfRS2+wWCyrl24akUw0ECo2TtFwTvsT6oMHut2LaJ6DhJyb0HPeb1eqVj7SpN+xigAeZKW7PxybTULU2JQDd7nXC5pquka66GgdCFo6yFNQbT+nYHXFdpnD3vO0rVSaNxNMWCQ5ya3bWBvgvas6Mq2dfa4/2UqkqZB3xZ8B0VQ3o29o0FX9qgAGPw3jGOGidnDd5bjGIDdNMWfSYrio6nDTxo2fjh2TzARA5YEZXJMMdnivargxrDQRCOYsh7S9e3ZnesbNZK1MVp7IO3zLlyfRORoBIwKuf6FObyla6vegPa7XZ827d9Gz/5kz/5m/75X//rf50f//Ef56d+6qf41Kc+xXq95nu+53uY56cKad/7vd/LL//yL/NP/+k/5Z/8k3/Cz/7sz/L93//9X+1H0QmS0+mEVOFie8GyE1wwnN7uePI4kZMG7eoiYbxhf5WZrwvGaxAOaNKDiLZtQCxr3VFZ7+CNpTKimvY610qOWnVKVlRU7KnoPMcRqbe2OTf440NvaSWbiI7kUT1jUw+C36LAwIPMK9oZLa356dsURKUkQtMmfgoLiLM2vbtu0JcrR6yp5KwUBG9bLt5wRalJdoQGdnTWMqWJ7bRn2RXWZ55udOqVHgxpL+z2ulFtH2fSUo/gs4Mwe1qicrva5+yC6lVbw3FDTEvU7+gDne8aq11UQTJGqPpS68umcbJOtZR1zYC3vn13vac5F3Jzc+hCpzSaKlTyERgZWpMcgwIfjTnGKXjfLL+fxkmKqNaNsfTdgKkqyq+qlEo6DU3UH/QzHAwFXIuVMuM1RgdoxDIvR1S2BUpOWCvktCiS+yClgcqW6MZlmwyLbRxF87axd8laXjrnVbz/0LtqWC9rOG7mimdT2Rnf3idnHTFHrnc3LDth2DjGE8+jB5ohl0W4ucmIgd2TTJzkCME4+MIv8ztTRPyqN6A//If/MD/yIz/CH//jf/w3/FmtlR/7sR/jL/2lv8Qf/aN/lG/91m/l7/ydv8Mbb7xxzJR+5Vd+hZ/+6Z/mb/2tv8XHP/5xvuu7vou/+Tf/Jn//7/993njjja/qsywpNfM1fVjG4anIue0Mw2iZdtr3WY0Ohwa+HwIfuPeylk8xqYi4cyjjt7G023j8oPsTQmgb0wHrknT0zFPzPi0j9PQrokJYVWBJmVQyzrqj7nE1wmo9Ytu/Y43aGR+Fwhua+uBWYY3VHpAxgGVJhZi1x9L3fXONKIyr4ShM7qyimZd5Od4zZ9W5wFo9reZ51ua5ccQkxKLNY+fccTxsnY5tu5XDe5iu1Bt9bFrM1hnOT045PznDGsMyL02I3ZOytDjpdMdg9MQPlmEY9HO28e007TmI0rv23Q3QdR1piWoeYB2lVOaUGretU15czlgH42rEchCQr0zzdOTmWeOOvYoQVEw9xQjOqb50ys3JI2h5nJQmsVqvcE2U3hqYlomcdMpzwOZUkWM2GeOsAE/sMfbGqlRraVyy1XrEWY9vI+slLqQDfaHFPjf9Iedci73G6eBiAjQyth6CPhyepQPNQt5mj2MbCfcwYMktCz2YHMSSVJupwQ26drBZYwiDJXSG/Y2i1MdeQaLGGU7WK164dUfVHxZVarD2nQmS/UdFQr/66qvcv3+fT3ziE8ffOzs74+Mf/zg/93M/B8DP/dzPcevWLb7jO77j+DOf+MQnsNbyqU996jddd1kWrq+v3/YfgD506rHV/KA2616ZwbGSZmGeCuNaQVSbW57h1HP7hQEXDK89fLP1eVT9TjcTOVru5JKPern2WHY14idqrHegCBzcFnQyIa1Ho43MIpmh6whedYKXFKlUgtHPZZynGwbEVHzo6MaBLCghsr2skjOIol9Tikgt9MGp4Lwx6tKAEKxvkHh1csgor2hYjWQxqCh9+25ZqSm1ihoWIngL3gVCUHcDZy0nZx0ikBdh3ioVwXk9b9fnns154Pxuzy7uuLi5Ot7T2NDXBrV5Gbqe/X6iUFqJotOufliBtxhrGFYrqrXNFqgnZ6W71HKAFURFgtfM0PUMfc80z2RRcJ3DHg0JXFBEcj/oZCYXZa9rw7m0jFUxUWp5kxm7jj70pBjV5x4dFkhu2tZ9hxjtjYW+JxWlXdTKcdpVpRydVqRm+i4QvJZ8c1reFieMpR9VqsR7T78aVQTBOt1on4m9KkjqZ1Ldnqfeb5VWuuneqkaSRn/Oh9CaC7QpXWsnHDK1ol5r1qgCQtd1qrFuDKenPRVDjpV53xDcnao/bM4961ue23d7okQeXjwGWla3NFG8d3D9R92A7t+/D8CLL774tt9/8cUXj392//59Xnjhhbf9ufee27dvH3/my68f/dEf5ezs7PifD3zgAwDayBMVP5Jaubi6wQadMglKw1AqhuPmSSZPgvMQl0KcyrFfoxiMp9o8hymIunVqk7k03V5QhvNB2+XgiGAb0vbAF3JNG9g4hwsBa5WRvUwT3nuWmJmWGapQmgPl0PWkJVGkME8zto3Ml2YXE1yzxjEGG8JRPnPe65opF6Z5D1RSyYS+ZxxGPZUkE5fYeltKoIw5420rNwAbQssMdBwbU2S7nbRBnQTXq3ne+kQ3x/1VoUSdQM67Qk7SOGuOEPSeWh/UrqXZ7jS4N9M864ZaItZ7+mFQ9cai4Mt5WfCd9nXmFJUs23VHRLc2sXUDKVFtYKZ5IWXdULBGnUaNEiyzZKZpbo4ZwtLKrq7rFPPiLK4LgMYwTgs+eOaYmONCraII4a6nC11zGi1M06ybXdVMt1Yat9A0Q4JwdLWYmxZ4TJl9i1MWdaUYhuEYp4PTLkYNCVLL8l1TSzTWHgGAOSX9js3No6IebNZpXEt7RoscCNb63JYmVnewGtI4dc0rTFHbVzc7LbeTYIPBBqdgXm/YXWTyIlhvWCYF/h4qh77rjqXYV7reE1ywH/qhH+Lq6ur4n9deew3QF7qWQgg6tTFePeGnfaYLls15YNqpDtAyZ9KsqX/Xez7y8keoQOg73WSijs0P0wDnLFhzFH9SrSDt69Q2bj5a99qDAJme7LbV6Eo9UEJkbZgT3wfFo7RmsHWKmK2iYuPr9RppusUlq4D8QR4jdEFPxcYxomo93686pmmiAqvV5mgwqL5Xkc1moz2K0Eo689QkrxueZgU67i6qOe01uwsrx7Jkln1hvfH0a8fupuB9ZdpmSqqE3nL3/A73TvVg6fqeSm0I9adZzLjqSSWrLnY/tImX6liXkum7TntQCleBlglWqYS+00ZrPJBMm+3OEKi2Ms8zIXQMw4BpqOjD9LHvB4yoTKpkOfbvlOiq7H8lZCpUoQsO1zkVe3ee1dji1Po6IoXVaqVx8k5dXZsPm3VOxe5T49YVjZOzhn7s2E8TGMN6tdFNpCidJKekccoHobiCNe5Iag59OGZuB+NLg/p2pZzb89gdWwRVBJEGbm0UlNrwbaYRpl3jbYkIgmaBtZSjIJof9KCap8JqVO7f/qbgPEy7QlmE0BlOT0543+33HZ8nxQG9szH8f9QN6KWXXgLgwYMHb/v9Bw8eHP/spZde4uHDh2/785wzT548Of7Ml19933N6evq2/4B2+w9OFNZY7p7dpnfgg+HyIrK7zlBUx7ZfOaw35FLxAW7KBVQlFVqrXta2gbQOJL2Dih0o2/egV3NwSD2YyB0Y2fqj9egH7xu6VwWkdGKSU8Y3QamStLFpRMXUS0qq1dvEzg8wANDPKbUyjKNSN5xOPqzViYptvQTJRVN1qZSYKDkRU1QqQuU4fzUGckqUot5c2ij1umYj3Q5h5GyzpveKTr58Ell2amOdxRBG/U5SK+JnZtlx8JoKQfsoofXnDgz9Ks3Ar6r9TEoao7xEUlqOvTRnXbOS0e8UY2sqDwPeaAZ6yAJKlqO8rK6pjhApRnIrWWk8vyJtTREt3Y3GXjdle5zAPY0TSFJBeVMhR41TbuJqB2iFdRqvuCgYc1itVJnxmeFASlkNI61BksaJw5pZe5HOu4ZPA9PIwykqJGMYxmMDGnjKP2xdbT10yvHwOTynB01ofabkeJAq1ED7hcGqZfZhktv5jvPTU3qnn+PiSWLaqqV0SqqrZZzKeRif2JXrho/TYYYP74Io/Yc//GFeeuklfuZnfoaPfexjAFxfX/OpT32KP/tn/ywA3/md38nl5SW/+Iu/yLd/+7cD8M/+2T9DRPj4xz/+Vf17FfMUs0NlV66wQcft1jZ2fFDh7UJlf619j/WJ4Xp/pYs033bnDA8/8CGexBkpai2cc+MQST0I3ulo19k2AWleYbVZJrdBRJWq0hDWkM/vNjmHosqJjfhZcusHNaF7rflVlF6dOnWEeyjnJDYgozMM46jM+AMQTsB428wH1X2DxmOTIqQ8t1NfGdWHcXHJuqlaq41s67ySKttkPMnMftkTRstq7ekHQ14qJyeB2LSWUqwEZ4hdYlomRXQ3R8/QBSXeZlWCfFYCpSJNh6Y171sD07inTqM0AKbKlQpiLN5bum5QMTOrQ4OGwlDgIYvitQScU6F7XBOlrwDalD0w5Q+x77s1SXJD6emaxmqc5tRKsJbd5pzVGaP1/oRynNalrLK+1hmGYaUkZEnH/oxpoNHFpAZabcaDpTSpWN+I0HpvXHsuDrE/j7epX9Cek621+dCpieXBBlpPBZrqp7S2Ao2kW9+mNW2tYVXWhNA3fz3TME2JfdwyninCPnQgybBZO3KBLFWrCxHCKOzmHWM91U3P1VaVfOXrq96Attstn/vc546/fvXVV/mlX/olbt++zQc/+EF+8Ad/kB/5kR/h67/+6/nwhz/MX/7Lf5lXXnmFP/bH/hgA3/RN38Qf+kN/iD/zZ/4MP/VTP0VKiR/4gR/gT/7JP8krr7zyVX0WHcEHRUIbw8pveGu+RLLe2HHtWGYdy6fS+m5tqlUXd8TwiGSqsXzx3r1j+ixV1MyuSVPkUuj6wDItuC6QY2yeXRWcUT6ZNFKqqY2aIQw+4I2lGpW+sKNv3t2wLCrLGhcVjBcRjIDJBZxRUXrU8sd5BTWmZqh3HL1Xyzj6NlrX8ecwqnNlaSVISfpQKMBMZThzUklOYw0xaRZosW1NFWnz1lMWSxhE/asWrY2WScgVUqp4Z+h6w/7GUrOWisbp51T1RzVV1EmhcvRq0ZJLBd9giZGu74gpE8RR0VFz3wUFI9pnRekddknqrd6Y4s4/jVNKWmoucVGAYco4cRSy9oVCaPITuhlILUgBGyO+D5hSEWMZfKCkhAXistANHWmO2DZx08H3IU6KUdLDw4KpxFxwJuO70AjMGqf8tjj1OgBpvcXashbsQZReS8lD7GNMrK5GTndfoz2cCrlJdNCgFF3fHTcz7x056kajGDCFA+RcMAg0ZcahHxDb1BBrwBpH8IHAwDLtMBgkKSYozkJBY6/VQEGKgWSP8cwlPTVn+ArXV70B/cIv/AJ/4A/8geOvP/nJTwLwfd/3ffztv/23+Qt/4S+w2+34/u//fi4vL/mu7/oufvqnf5phGI5/5+/+3b/LD/zAD/AH/+AfxFrLn/gTf4If//Ef/2o/CnlO+EE1j6vA9jLhNpYQLPubwumph5VaigyjwVbYZ1RC4KWnY1SLwUhlH3f0MuhLexAmQ22O6zThWqZQEe1JYJnSwhBCc0vQfpNrabnHMC17QukUPCdyTJs3J2vKdndshErVhh7VMeeFLgRl7VdVDfQNsBaMZYnzkfVe25olFTZnJxTZNRBjaIA6ARtYJDWlRs0GD5ILJRU668gp6ovW9doHaqTbKoY4F/ICQ+85vxt49FakGx15yeAs9SRQ0ImfMeoYEqw6Vezz0vSGVVdJSqYbBmxTCQw+YAbl2419pyJmRV+eAiQpBK/i8a5lJ7tlyyCjanwXTSud1b7NskSd/A3aRPJDp+PwvNCHgGDIUlSUXutHDLCfd/SlP/bkFOypY/2y2ysKu9cmeOg9VMeU2pr1KZ7MOZ2aBaOx9zm0DKXFPhdWpycUUeCtNtNbnHxgzrGZE0CuXx4nFbqPcSGErmGjDCUmNqen1N0O7QUdxueC73uSqI5T2zLVkKDTHmNnHTknljzT94PipaqlZGF3nTl9xSEZlr1wdhbYzZodrtZKzdhF2G8TYpvWlejnjfk/ERn1u7/7u/+9KEdjDD/8wz/MD//wD/+WP3P79m3+3t/7e1/tP/0b/y2nxE5ExaG20xYbpHFXHNdXmWGt6enNVWZYOZZ9ae6a7eUGfBcI1uN8AuMVl1IWJakWVeob1iPWGPbTNTTYl3OWruvbqan2N8YoHSP0QbOf3ETZjYqdO2soXuVGx9Wo2jrTvonSH4TJdc3aNhZrjXKo+o7Bd03tUCVRc9W02YXAbrenX/Xab4hJfdOtVVF6H7BtApVjEz+bVey8D90zZaRXLR5UoVFMJmBZnwZKhpvrwuntjummkEtVcONcMVUdQ1SU3im1xRiyzxijMqy2Zoz3LDHhvaEf9Gdutjd4pxOogyyJrUZBpAIxqoVQ14UmuJY08zF6AhvnSKLAwGE1YIxht98pFYbaJD30nhZobqTamA2dGhL4nKgt9qXF3qDTunE9YoxhXrYaY5oofddjD7HP9SiBG7rA6DuCZKQ2us7BkMAHdvv98XPO86ybZotTCB32GHtpuKpEGDT2IoVSaXigjDMVCR27/Z5+UDH4UgrTPDd8nOCCV/0nY8hJMNinsfdqjJB9UZJzE+bLRSd146JmkMY4Li8y/cYRd4XdUgneMG8LklXKWKICb7uua4YAX/l6T0zBfutL2sPgscZysl5TCwpy2zhCZ7i+SEgS1iuHFZBiMHg+cO8VKgooXOJCrvJUFIqqnCsDRor6Ss0L0zQzjmsVkffaU5FcmGOkD471ZsA4Sy46clZbFd2UaxM7N85iRDOZFCPzvBB8T9+POgauhlpUntNZ2JyM6lcvhWVeyFVffNN80p1zOq6XrKL0UZ1ZDY5xXOO7TkvPUlSkXQqbk0GnKlXdQVPJ5CKtRCrtZbBNFE3vp7EwbBQEV0tlWFlONgHnLbvrhDOB1TByIODGrODDikNo1IagsiUO3ViWZWGZE5vNGT6E1vvRUibGhfVqYLXWiVpMkSUtKjVSnz622uysuFpxVeO0TAvr1QYfutb/UPfRJS4MfdA4WUMqiSXOLU6mHR66WRtrNPbGqj/9NNP3I13f4zrF/tQW++AMm5MB55Qisiz6POWifaSDIYH1DiO5xT4xzzPeBY1TCNRj7BOWyslm1JZALcR5IUkmieKHNPZWfeLb81Sa22sVWK9P8J0y05FKTBkpmc1mpB/VE35ZFmJJJCmArnkQZwveMw4DUmBYOfqNepPdPElYA2OnIFspMHYrXrx1l0rzq8+J9DvBlscdBMxRucuT/ozin6i2jSjpruu1IW2cwQbDyXlgus68cXGfD20+TB86PRGmGReC1shR4frGK4ZHmuWtMcqvKgdU86AkxeKsilsVHb0OnXpJTU3s3DndGHTNp8LkpajYeUF0UlNhHEdV7mslW5lmShGGZr08T4s+IDZQpNXgFXzXQ1GXhsMDiqmULKxaM9Q4hejPzRGi9yrapaL0ltC7I1JZcVAVycL6rMc6WBZVfNxvC/1K5RjqIlgH025mP7cyNTReFoLvuqeN1IbhQWqTgQCsZi4lZ/qu1/LXKc9tXhZKTnhjcL6jSGVZYqO0eLVzroJpSHFp6HTTyJcHUXofHEUqUhwxRdVUFr2nb49T90zsNU5SmkZzGxwcZFCHYUCTPavmAU0IbQjK85umWad2LpCjyr4KBtf11Pxs7NvUSqrqFdWKtQkB5nmm5MIQAmBZZhWw84NHSpO8sAXXdVAU/EhDlWNUtlcPBVQloQrzNLfY+6a4qS4ooeu0dVAKIhZvA5t+Q7fZHhvYvjPkAt4DTo0WT24Fln3krZvH9PZMs7Sih9A7ud7bGZCOT0A7DCS3Z72x7HZqt9KPlnFlKbky74T9dWEclbDqq7pMVKmqRIg2z6oUOPCkGrDQOPVnFxFSc+dMOZKzEJeEqaYJZykvq1ZdE2iOCJk2lmsNbW2Iao+n/RoVls+5aFO6ciwRQ9NYOYzepaqrhDGmUTOaCLvRyaCpkErWJnpJpJKV7V2Uo5WltIzDHDlFUis5p2NjHqPs9NA7KBD3lem6sN/nY99ENaEdKRqk6KYAtMmVyjbkHLWfchgVi2ojKWahqRg2CdnUvr822m1rpPqWbdKgBFUlK7QG5TAGLC1utZojmPEgSl9y43Fhju6lwWuc/CH2khuA8RB7jYtmME0ts2SdDrbYpxib7Iio0H/Q73yIfWmAvoPFEbXxtJ6JvSKZNU7H2Ev72YZVqpijEqdUxYAZe8jWNfZiQLn99qj0WESnqjnq+Ny0/pfvQpMgNm2SpxpZmIbSAJUr6RbG0XB1mej7Shgs/WiJUZi2KsW7WnsFSdbu+FoqNOadXe/pDWheZubmDiFUrvbXTLmyzKr1mzNKQfCGfrSc3fWUVJmuhffdfr/uXz60sklH9MuyHFUKdRNQvszQdSr6VQ/SGijexgrWaj/BW8UkGeexXhnTtRRSXFji3Hg46gyhOBtFHlsqGBUxi8tCtYI6zqNuoDQaSFBmeMmZ3BC6uSRds7lAdE6Rx96q2HwIvomdV7RkrQ2bA9WqV5duvkolmONMzE1A3ujJt9tnhhPHeMvjFA9IWSpxX+h7Lc+CGRnDBjCqVWT1ZatFmJeZJanOTG2UF4OhD50y06uC30rOR1F6Y1CeVBN6c0HLokOcno09bQBAhaHrGrq5HE0E1JmiyW8YgzMOMRXrgk61pGiJ2mIvtR71jDROuqZB+zzak4sqdG8q1kCwCuqzLU467SukJTLHpYmZNW2jWul9oAsBZw0YBb4uLfaYpnBgtewxxzjVpgKgbYOUE/bwPDVoRdey+Fp1GhibyYGCECve+qPQvwtqjphb9j4vC0uMgLpi3Mw79gninJECMbaDxBnWJ47NLc+yL5jUcffkHsDb4/QOrvd0CeZDaIjdJq7dphrDaCGoiNS8TaQiSESV50RfxJvlklc2LyjlYIlHrV/jHKYWJNPkLDwpJmxnjqmoMZVc1E7YWou0B/sgTF5RZK7zVgFuIWARchJyUZDeMi/0XY8BtXduayIVV4CgD0rOSUXKjWOeVJUR28TOjQK/nhWlD6HD1obCNkpIzFIwxTQtYKUmGFux1jMvC6C4pdCpKL06PsCqW7PpT1jfypgC8SYznnhyrCxJcMVSU+H0buDRl3Zcz5cYo2N1a8D6Rp+wBnJuttHaBC4I1opOXQotq1P764OtNFXZ+9YFzRRELXW64ME6bC3NmVNH9TllbHcAkWqcSikqOeusbjoYUlqwTgXo86zAT28d1vtjnFLJBO81w+11giQtTqVJoBw863XNA4bJKI3GWaxxxx7VIU6H2Hdd/1QNstpWIjaXjXCAXzQog3VKzzAqNBdCoFpIMR99xNKSNKs9cr00g3o29liLpNxwap4lttg/E6eDYSINtGqrCvzhHTUK042SlWuCoUFbCol92jbqSBOl/x1hyzPPDXrPEQQ4rlQ6YHeRmS4z+13Ceeh6o82zE8cSCxe7C0CbjvoQKbBumfb6cNjGE3PaJ1lSIqakCF8fWI8rur5TAF9VrE4quXk3KW/IVEWKztNeOVdBb3fn1WJ4iZHYELchBFb9yLgaCV3XrIxVHNza5gfVmu5VKvM8QYWu18ZuHzqCDywpHk+frgsMoedks26yGAqqjCmC0czliNeosCyRklQknirs5z1z3jPvCzFXpGF/VqNVZHlvSAnyLEgBybWVBQqiM7USYyLNC+M4UGtuBoA6es4lE1Oi7zs633F6smnTrg6qPsy5asZRD3GqkJKwTJOO90099lpMewGWGJUw6gOb1Vrtl1ucUs5kkXZQKNbrYDc8T3uCDzinANfOa/8qxkhssIcQAqthxTD0bRNRMGQq+YiiFtS+WkplaTKwoVNJ2aexX5RDaBSwOXY96/VI6EKDcVRiSsfy7Rj7quYBUirDqFOxLnR03pOaOkQVUW6h7zjZrHHe453i1OLB+8ya9u2BWlkWlT8ZxwHNuPXAXZ14hrXn8r6i4LfXkdWJgjqH3tCtLNvdwna+wTzzPr2z7ec9vgFZZ9nt58aLsZytb/HwSwvLXjg9D3Sd4fzugO88WWC3y5QCJ+eB/VZPlM46Ou/xncdUZSXvp7mx2wtTmimSWY8rTNPvKY2icZDD7IdRtVSM9jU6py+Z79XZKTjPFBdyKlgD+2Umlsh6tTraGedGfNXzW/lUzlqCdU3sXMfFrtOmtreWVDLLnPDOsl9mlrywGkaVMm0nJO5gkaJ0COe8iuiLGv31Xp1Dg9d/W6qw38+oeP2ANz3OoPgmbwjBkCuUVFCrWR3th85wKY8wxqrfVzjcU32Yd7sJ79QJZMqzcrS6XukxqRlM0mgttSpXzHtMO62D83TBE/pDnBy7/aQZZNE4SVXheeNUA6c08qUxhlJF4+Rco9zYZkign9OijhX7eTlii/ZxJklivVof5XbVgrrFvqp5gLO2ea2pW67GyeGs9u2WFJv7iHka+3GlGjoGctLekwqIGXxQ3FjXUNGHNX2Lk7fa95n2Ee8t0zwzl4Wh7xVc6pRfhzvQQHTDCf7Z2Hv6FqcQvLYBgN1+xgDBBtbDhjd/faJW1JSyM9x5cYW0g/Vmq/20cW2Yp0butRqnrn8X5Dh+uy/J9ZhSVoQSdvQrp5vMmef0dmCeheWmMF1lgrcEA1ijfCQAq/IbtaikZWlrFp2hQlVvr/08HRnvVYoC71qqOy+LjlitljiCynzWRnwsUqm5cahaM9C7tiat2SxCNUJqhMF51nLLWKdNcIFuGKm5NKsgJVYicrRWds4zx9j6LPrCVITYAIIHi5zD56xNlF5dWBXFXJvPVkqZIYyMfsR6w81FUiqFVB5+advwN5oB3do4Pnj3JX7Xi79H5SC6XndRaRIQpSpcYUmKXG+P3RyXpmUsKo3R6AdSRGkBzutnbaWHNe43xEl5cDq9s87qJK5tDlVKc0FRasbcRMqO3/8ADSiCc4FSKrVpd6vErpYuu2k6OlFU0elergq8m2ZdE9sUEip0w0DN0tQYUWlVUXS0RQX0pmU5UoikKS2kNmGbmzQuh+eprSlZ41TROFWRBtdQdHtMbWL3TOwPa8ZmXWWt5+DeG/r+iAo/xKlm5TimkvCbhA8OEcOt24HVqWfeS2PCVzpnlDjs7FGQzIWAwVDzO2tDv6c3oNC8vWtr3XcmMK4NzhkuHiXmpt5vveqXDGuHWFgNmmcoM0bahpMa3UK9vTUDqljjjw6d0DA9Isz7WScOMRGjlj21kVGhEUGbB7hKU9gDCwTaQ9jay40sKEz7SSdqSd00UymIPZQ1Qm7NTGXo+6M4lzGWIlraHfQYjbEYo77niLKTU0oqjm8qxjVzwBRVniE3blsIlFy5fHLDunP8L77+f82Je4nNWUc3KmJ5dTLgraNE2KwtX3x1xqe73Fzf8OjBY3XEKE2KtB70j5UwnIsQnDpOWL2hYJQNntr0Lye9pwVR2xwRai1tXP80Tno/beOehTYDotkLaw9vmVUrKsdETIrPqS2bgYqk1Dh4qektG/SPKhiHNxqnQ+ypwryfMNWSm+NrarE/+twv8RgnF7zGp6hwXa1GdZxoUnYtTtM0Kdk1KSk15RZ7qweUwgP0nhpndcjRPME09tok1w/6NPY1a8aeWwuhGFFTgiqUhgs7xMkHjROoeFnnHMPGQKk8eSuRktA1YbLNmSesHNZBH57i50QOriq/A2x5rIXQ9VinKm1pEfa50vWVUiuyF7rBYavh7DyQSqXOlWkvTdhKG4oSdDNLMaoXUt+QwaXgKk2VTqdaeH0gXFJ3B+ucasOUg/SG9l9sS6WVjawj2tp0hkwjIYau15fLoqp8orY5zrkjl6uK6EODbl6+idJXKt5brG3cJpST0/fDUz6a95R51uZzw3yINIY0BjF6Wlrvju4S3jqGVc/1ds9nfvkzfMe3/B7S5oovfGHkS8vnMT2EAN5bJFU29oN889d/Hd/6oY8xPdySYqVUmhyqUiO8DQxjD7U22xftUdRSMQh0jpJyM+nrMMaRD8RcY0hG3VudNYS+Vxa7RQ0UD3Fq0h2mNV/xqgVtmgW2tfr9c3M8eVuc+p6SEsZo3+wQJ1tVVyg0DSF9WyoSI8F7VSpMqWntaHkG2lPyIRwF6X1QqdNjnKpqFZUiVFsx3lHmRWV2fVB/+MZWl0M/kYNIHU13x7fv3yx9Ci32otxI75FD7K0jYY6xB9cyIzUkCF65e9bCMHRN3hemm0L14LtKWlqD3Bi6YDm97UmpIhnmWQnOKikjdEE1st/J9Z7egGKMeKnYXhukTy522FMdlbrOINnhO8vmzHD9JOE7PS2vrxKiEtBNzN00nVwlZpYsjelu8SGoRMZxOmNUQsPaxtNRt4Vh0Gws5aQThaa9qwLkqT0Ymv8Mw6D+60VUlN1axalYS2lSCDGloyTmElVb2VSDaZuRitxXVGIBxnFQb/WsuCXnbFO2U8mKPjRiplMp1CUuGKMSrVS1epGW0lNhScKvfeEtxtXARzbfwgc+/A1cpG/lWh6w4RaPl7coduGF8QN84+ZbSJcz/+7Tr/GlRzO3z++ofYweizqyLgo16BriOefSZEU8WbSUrW2Y4BqrfL1aEaNmPEPfqw2NbXGKsYmwG7yzWpaVjDUO57WjUbJuINVonGNMrMaRUgoxJ+X1FVUDlC+LkzEG33XHODmvHy7GpKUWQvAdS0z0nWJgYkrNXFIpKmKaIL8IB83mQ+xL6yU5Z4+SMIVK7z0xpgaM9Ppn3jTFQ93QchFyXlrsa4t9OZJhnQvawDa65uAcOStcZBjXOu6nGRI0YbIqTfJFKiIKJL28nDh90asc76gOM+OoXvHbi6xiZFHY3WQko7FoxNzDs/6Vrvf0BhSc0+mO17Qx9I5kKtMuc9p3DKeWq0eJcTDkqA1g31uGMfAN7/8GQNNGYwwxLkdNXxta74WDa4EKa0mulFJVnW/oKFnH1cYJJUewKsBOG8+nuLRGctMoNqqSePATU5yQkOeCtU7lGyQhOWGdgsNC6FXsHNVezlFPruA81epDbrBNXkIJq85W5r32V4ZhBKPlm3WV1Hy5vG1jaQs5VWpWQTBVk6x4f8LV9oZ/9ctf5KNfcw8fAvdWL/FKeAlnLB8YPgTAtI28dv9LfOH1x1xPlpPT00Zp0I2nb7SFYrX35K12tI9qkkuCalQKtnPND90hNSElaAbhtGQ2xhCXpQnBceyR2UOcStE4xSaxYh1d35FzpNoKVpHiFUNoypfWGlKMKsXbAH+HOB0cK9R6WJSZbh3dsKKUhJSEbbG3Ljxd01lygyKEg0tGA4x6d0DT68YXlxanfqRSKOn/Q96/xcqW3ed96G9c56yqtda+9o2X5lUUSVGWZNoyGSeO4yhiEuUcJ5aAPNmKkZcw1EOcIPAxEBi5IFGAPATBia28BLYPDMGxHowDy7EdWZbliyRLJiRZpCRSlEh2k33fl7XXqqo557idh2/M2rtlGWr6ROekoQLaMnuvnrtW/WuOOcb//32/b+m1n/sCbTWps/Jx0arG8L1OxiixpNl1kCGlu8VqSmgVN25t03Swhi4fkH6pNPkGRTFsZFc70A6GnVcMdqrcOhsI0fLoXmK3NSxTZdjI7nTrxg2ef+p5Lt/Y92XWMB/fGpT+bb0AzTlRjWW3GbDGcPv8Jg/KFWY0XD1KDMmpyMkwnHlaUZieC5U3ppd5981ne9KBzH25dqRqq5zvRozRTYRp7HY7pv0RY2VHOE5HbGv40YvzY6GVzDAMGoeeMK16CtYmS0QIesLVljk7O1MGlJODflomWi4aWVcdD3JKxEGWgfl4lLcJy9zh5sFHNpuBZU6Uktid7TRVcnKPL1kAre3YWdPWkjqgzDnPcX/oADSB7mVrcfIhWcv9B2/w2c9/nWfuntPqG6y9M/qEidZ4eJ1oeIZRXqnj9aGzsx1Lls2kVcONi13vRSz46Ihh4Lg/Yowc//vDgbg+BPoxDGMZxshxf9Ro3zhyVgZXq5WLs41AYIs4RpvNTtfsdTocD9q9xu7dqzr+DuPAPM/9iKzk2VSkoD/bnvUHyEKjsDs/YzpMeCdv1zQfoVT8qDphjOwNozjWa51qs/37VBjiyBCHnr6a2Z2fKRSyNpyximlOic1mQ+tG45TTKUlj6tc0TZTCSsUbz3angMRcMpvdKE1VUe1TzZRpYTNqKOCME/TMeVzwqlOv/ZK1eLemAUnwkRu7MxYeUTE8usw4Z6SDapa4VQpsqY3qJh7Ob+DMlnk6ahdofod4QP9XekUfiINASo3GIT8iLYaL2wEzFdKxsD1TU/XswnN9VeTYxfDo+grozd2U8dFCreLFAPMy9xtTauSaKy5EbFMzV1qVxpKrUhsWSepbtxWUkgGPoYpr0xe3ajTija4H8znH4Fz/+zwuhA4799T8GKAOpj+JG856oneU2oVvXVCmEesKpd8wTQesdcTtlpTlZzId0rXG0IAawD4ETTRQX+s4HTEW7ty6Q7NwrFJ6H+cD67g5L+qjjLsdSxc0UtWfSstCiAOmiWVtgtVi4K1Ef8g5P2w2LF15vunHo1wqQ4zyPjnEkUaUwtC50IOXRWGaJfi0hg72EpS+lEQu4i3TGqkUhij2kgYJqlMuGd8nXGOv03IiE0o1rkBBMbiXZRFZIMBSerpGx7/WUqDVkzXDmnaqU6uNOT1Rpw6lH8eRadbiEsNGD0grA+8aDHCCyeeKd0G7oqb4nOMsKUL0vkc8w7jZMk0HjLFstltyLqfj0RrgsIo9U9Iu27auDDdWR8SWOCx7jLOc3/IcrjM1NeLocM6wORealyQZxP545IJtr316y+Ott/cULA7q5pdCa2qaYWGZRY/TuV3TrMOjQozClh6ulWPVmpSxijbRmTx0QH1KmTQvOO+Z5kUCrtY9P4NEbjllSitMkwDqpTuZW5PkXSZA9ZHEGCrMhwkfPPMsNzRNqmAfA+MwqqHdr7niMZcOQHfGSRpg1ZD03lNr4bhC6VMRcxg1e12MbDYbQa+axvXdj0BasqT8poP40TVDFEdoOk6dYdROZtVmGnEcOTs/l/K8j7tLlcl0WbLgZsZ03nDFOi/eUVVaAr1vdTxqoldKxnrHOI7CyBYpt5dFMK+UElO/abz3J/NpiFESgyWpge0c07T0WGf1fqSlcqc+zDQvhCFql9IjmH23UBhn8UE4i5zlPvdBtZ/nJ6H0se9klJoy9Z8r/fNdwex0TZMPoeNoNTn1/XM6TqpTbjLsKjwgdULBgu1hg8uSNU0zOm5iep1CEOj+oEZzzpXj8Sijb824GNhuNuSk3XfqD2nTe4NLt3GsoHvrvRhSK8O7NY5XCrlcpqq2hBNyJc2VdKjEoP7j4SpLElOr7qceJvlWXm/rBaiUTMtixUCffNnGMhe2O8f5nUBKsmYcrhOHhwnnDT443nn7nTQ0/bKdHNfQE7GWQgzK757nGed8R5YK1KTdSFETs2ds1Z6YCRL4iay4AtRzh9IbfOyyeqv+zAomlwtdW/Da1dE5556CIY1OHOLJX5U7PN/QiINnmtRYHMeNUlFrxTQ1VjebDSVnglP6pcVJsY05pVFIuKepG7UQxz6NaZUYB1zomVpV9pA4xH4D9+C71heIKhEhiM9c+2LYSmEYPblIMR5iJISg0L8sgLr3CkW0reuJS8P1Xd0anV2SAOxrIEEcFAk8L3pY6OcU+SP8LcQQaVU9wJplW2ldHuBCr31rJzNy8BbrpcVyTokdj2uv7904jtSc8HZtqCspZE3sKEnHudxDEa1Rj3KaZjDmcZ1KgS692Gy3vfa2N9Q7/9kIile7G7/02tMacdQi2ZAg1nntlqiQcur1LfiOfTVNi05rMIxDD9vMp7ieVqoefBVwMq8uc+HGTemAUof7PXqwMO0LPhi2my13z+8C0ivROVZv5fW2XoBWN7ce6panbt0mdIj7/dcXpn0lTYXDvhBGR9y4rncw2Fi71yh3JvIoHUm/ptIw1agz1kBRs45aSfMsd7GhQ8J1XdcJfSnJ0DeMG406ey686aTF07+r6zWVZKqjlpqYYgitpnw9wSqtN5UNzpjT7/+Y9WtOWpI1HbX1vsaagoGRlgekLSmtnm5u1x3rq6Wgdei+RRD1WuUqrymdmq0Aj2Oqe7RzVbif9+Hx+3SaTNW6JnOKnFhyz9FaxEi29on30D/TnDOpQ+BDHHrPTsxr6X1kBrbGCHCf+iI9K5feGN70WTmrY0Pqk6JhHFUT85vqZLpMaa19a4o26ixrNcH1Pq2VIVbGVxg3G4kj7fr7mz4Ne1ynlDpGdp5P6a2uEw9OtUcanlV1bYx28TpGaQfKGo7QtOi3HnJQ0xPXXGtP9zJ2+UCI8cQv1+RXbeTgInduXuCNElnvvb6wTJV0LExT6w1o2x/iYPwqa8lqJbi31t15Wy9ArVsEahV64VAf4YPn7Ebk7IYa0Oc3PJtzT9g49ofC8Tqz3Rlev1IyR+3jbOcNu905zXafTEc6GOcopTKnWYwdTOeoLMzLLPez6TsOYxT52xMzrBMYynYmb6va3lrvyLUyp6U7rh9P247TsSeh9h2HkYaIkk9eq+12Jycz/QtaBLLPPZEid6j+Om07dhU3a3gdihQyrVJTBdMYx5E4bDp8v51G2KVKvb1kJW2sEP5jP+qpVS6vlvcO21rfKTTiEBg3O3qftic2qE9R+u8vuUJXRk+TzJPGYtGT3DlNzmrWscAHx3Z7fvIzrdNE+nFx6ikYa2Lp0o/PirfpRzirKVg91Um1l/JY36dSBHMvpzqVrkWyOhbOxx4zrfdp6FqvXE50xO3uDOuCMClVi63tsoMlZUpJnFJg1zo5i1lrj/qc1CIVtGlsNltCGDs2o51kF7lWUiknVMm6Cz4ejxqJd1W/9GO99lnMqGEcGAf1b0wXaRYSh7xn3AXObwa2Z0Ia37gTug/Qcr0vpLnghiRvZevfm9aErX0Lr7d1E9p3j9D6hItuYCqXlH1jGCxxY1kOAmYtZXViV3wwtKVD6a3Rl8tY8pwI0VMKXU8i2LlpjWnOhOiZpiM+RnLXg1gjnckQdVQoVefsRtW0xiSR6ZxQpZuef26bYoOHMbJMs1g2VckZzqnXFLsrOvUvLlbZVcF6fPBUa/EmYjZBGpknrqlpS1UfJxW8X5nFGtvmpAQGnGDnzjpskX3AegtOQrqaM8sy9ZDAxJIyMQY5773XZMpaZVklERpXKL21lrLkLk0wGCtMRc3qaZk+Xp+nhWEcWJ64JsYwRK9wyF6nnDPeePKc8NELS1sVF12ybryl86SP04E4DtLUdHd2o9epSDe2QulbkXcqRC/Nj3VYF6mn2h+JQ2Q+Tl2BnLVbto/rRJM+Rw+bSkqaUvkYaFZIU+PDE7UXQlVhkWgJLxXfax+8IGu5J2VgpTPy1uPNmg0/gFtrX5mniTioTinLzZ+WTOi1t86qX3SqvTnV/pRt1l38zjlc8+SSmI+wPXPS1pVGyo3U8cN0NTZ5hdIbZba13wVWjGWaUayuztH1EGm5MUTL/jIrC94ZUoPttpv4MNy/t1BZofRgm/xP18cr5uNEazoWtK4YHvp2OjjPZrPBO8NmlMM6UXQzAKU/QZzVUcA22B/3HA/7/gTMUPQ0257tdMY3ouvF4BkHzzj2SOXoTtdU49Gq32UEO9/v9woe7Hycsmi066wiWMZB0cUxWKE1TcN0MV2xhmba6ZrBSge131/LllIKLRfynLTb6lD1cRjYbkaCM2xG4Web0/GqGkNBgr1WKt4KJ7E/XJHnHn9cCjUplNB3LcsQI7vtFmdhMypSuZimXoYRQN96i2nIulIK14crluPEGoPceq9sGASZC8Gz3W5xVnWKw0Bua50MGVlRrFEYgamN/fGa6XDoimbxgVqFzW4rnZXVxCp4y2b0Grnz+JqFbth1+v0dcJgOHPZ7HQez8s9K0ljfdq3ROAwMMTBEx2Yc9RkG9eeK0S7/VCejqd9+f03N5fE1l8z27OzEPxriwGYcCd6wHYeutNeOsBojvtITtU/Lwn5/TVlyz26rmGpJe5mJQ09C3UTLkht4w27rcNYw5cbl5SJVfRc0eqMd61t5va13QNYFMLZL5wv3Lu/jbhlqU8Pv6lFhd8OTD4WHDzLbM096JFiZcd0EihSv3jq8E5RexmY9zZeiLfjufIsxhn2H0lvAOhXbVih0kaCVqtrHQLQeXzPgTlMw7xylGfbTxPZ8izUCqOdU1C+xGuu7AtWIcWNMI1dNygYXlDbadBQsJQlNGwLXhyPjblTG1rJwnI546zG2ahJX0QRs1nFiKRkfI4Nf6Y0Fa71g587QTGA/TYQh9C194XAtZAUootpjxcNZalfTZlwIRO9lo3AZaz2gJrDxniklvDNsdxsAHl1d9Ws+RmusUPqShfpwHdOhAMGEsQEF90nHk2ql1szuTHW63j/EGq+ei2/EsNZJTv5q1Z8JMRKsw5cEZo3Q1pG2AMd5PtX+er563G9ytUPpkeJ5yeoD0fBDYLBeNzN6yJQ+hFjrtD3bYKzYQbKrOIztPZkKzRryXDCmsZSKHwKj833qKPBZLVn44RDYH4/EjQgKOWcOx6P4Vn1Bs1U9nrwoQWadMg5O7PO19q2K+DmnmUf7R4TbAe/ABcvVo8J45thfZeaqB326r/vJWkNN0oapT/fWdEBv6x0QqO/ivOTim81AXXT8Or/lcR7uvTpTlspu4yA18txo2fHup56TXL9odFwNNOzpE/H9JrO14o1hnhaOh4lx2Miv1I8VrShnPHrH7kyTjdzpes1ArdqWttbP3kaw84AsHcfDkeAiMY7iJSN56pwSzsDubFS2+umaTSzi3ih23ZRK1e6oLFnjfSzjuOsURaBKWtBq5Wy3YdzI37Qss3CspWKsRudKc5VM36+/4zRRUmW7Oevvk24cLeSU2G1HNtuR0gmEpXYchtE1TQeztVZx6oEzTTPztLDdnvdrCmlRshr5m3FgdzbS0EQnpaVnaDkw2uK7DvyyreEwzNPM8TCxGc9Uww6lb0VJqEPw7M4UvZRzZlnmjrJda7/WCUyv/TKr9jGMhDhivEMAedXJ2w6lD55S86n2pdKPfu0EgxNAXjKI6TBhrWccNgoWaOZUJ9Mau7ONJp+1qFGNhH+mkzed0zRzrVNNhWmaqKWx2eywXlIQTcREvNxtR8bt0Gu/aOxea7+mMDPOOnwQXbEuje2ZZ3dTOfMPXp+xCEpfUiPNMPoNT9+83emT0l/l+rthB2QfIz6tcdzZPcUb5rI/vQEDwyg2jh+0Bd1eBA6PMq8+eoP3nL1f/N4Gcx+5+j7qrV0X5EPQyLcXCR6TEr1bKSq64WrSMWO1TkzTdMIflD6ZMk7aEDVAC2tON735GnuSQTN6mqZFzujoPQ3DcZr7FyT0aZeauj4GTYBK7g3HRo9XZRzGU19FGqdFvaQeLTwvC87YjvJUfldrRTd3aR10L8czaFQ7xKGf+QutCoi+LAveKi1WmIz1ZrYnFrTtjB+NpxvG6indSiWGqGmRq5Ssh0NKM7Z71mrVFMp6f2pMl9rrZCQx0CRNsoxai7LmnXx7snV1O0atRK8dxTRNT9ReE6fHdephAv1o27oey8fOPe6guDKXLnVY6zSpl2TD49pjep3K48jk1p35zTAOQ3eV65+0LOSeP2+wilkyInfKytI0wHhT7Xudumh1iGPf0RtNfVcluhM+ZEm5Uzt1JKy1yTtoR25ub2G3up9KVu+0VItz8lr6jWP7SDTGB/tLgjkjOOWNpSW9tXv4/6zF4P8fr7UB3FARsztw44bjsC+kJTPuLONGKtT9o8LVw8z5RWB35qjpsWHOO6+xbEl9tN7BBq2dMKG5NPKSSR1bkdLSvyRqDKakrav3IvMF57uoTroVY+3pi5WLGo25NEoqatp1Pxro6eiw/b9fGc59clNbn/zoiCh0KXL1005oz2Xp1zy9z6JNQxMbxnsv42K/CUqtp7SPZnQ0rbVSOzevFiVSCDQv3UxJ+pJb45gW2Tu885qLWU0PU0kndKnqJPGdRvKiMOYqEVuphdo/E28FcbNOgkuNnb2MmE8A+d9UJ6uR8bIoFmbdObUGecl4q0wyjD35/nyvUypZa7R9fEvkUmhr7VNm6Tf4ksSiTkvGG0fKWgzCqfZi66y2HuMe//6qk95nyeIe6fvUrzmr9q1BKkWfp5F6vNW+gNaVvqhr1l772qAV2VKaUSCAcu413LDG6vjr5Vl0RhPMXPWZ2u4Ra0BuGTPMnJ87HtxfcLYybC3DqJCH68vC8VHm5u3IMDpqWaURCBNTfxc0oafpyLTMWrlp3N8/4Jgb01HRx6UIw16aYdw6btzxpLlwdb/y/qe+SZt5F/rWudJyZjoeOc6iwgntIJjXdhh6Gmo9BVykuYPJkX7FWw9GT3Xf/VstJ+bpyHERsU/8XwGnNnEgDkMPdxBeY54mgcnp4rU+AWnGCiBF3xnME8d5Ur8C9YKMNQw+MsTY5fqFGDzzJNi5HOpy8BtjOjht0AKbMzktHOejXPQddI8Fbz1jHJT6UDMxdj8bhdqyrunCydHt49BtEZmaJC2YFhkk26p1Mo4xDp0ckB9D6UumUjCmymxsH0PpXQfI16Q6TYvqRGtdImHZDEKlCkr/eMdXURyxszKENkRa9F353XJmmlT71lacrmq/iSt+VaNwhQcIdH8SGTqvXbd14lTRqCWzTJPihUpR7YtqP3TQvbOSUoRTnRqtqU6x55M1YwijdkelZPK8cJwnLe699lg99GKMeCeFfIj+9D4VOFhPaJJCk1XGysdWU+rhAVKdp7rw8HDFITXSJLHtkpE0A9idO3Y3PYerDNPIczcV8uDCcKrTW3m9vY9gQb6Y0nEOlh6LGw3Vqp8wH7SFPl4/8d+5yr3Dqzyzu63Av+OMC47BeZp1BAQ7L0Yj2WVepIQ2PYvJc5KyW29pXk2+nBf1hgwc9scOO/cY54mmkZdCQiK9+Tj3a9rTlzOVQssNbxyEgAVxapziU/b7g24q68UFMnRchVCy83HujVppQGiK4MlLJpighccaaso6ljrhZ02fOsUYaUYj9NK5yWlO/SmsLXytrSuPZyJRKnRnaKnIVmAD06IEAOudXNbGQEn9qagd2kk42bPLaFIzh56l3qyBVEl1wTr/GEofnHxg1uKrELsYISVyStgYses1PR2S3nk8zmAz5KQ61daYDhMuOGKnGkaq6ABolzjPC+MQdf254rz6KVQ0rYpq7ucTlL7XyUvLZL3HmkZainY04cnaK6bbNCmOSyoE47Fvqj0459nvD31y90TtUyJXKZeXaSaGCKbJMlR1NFyWRDRBKakdSl9sw7vAcZrAPAGlN9CegNJrvC6oX7GWWhrLUZ/51CpDF0sWZh5N9zHGy0dX3jqU/m29AOVl5uzsNjVfq71BY7NV421/qRX/6nJm3DmGwQkutnVMU+W4HNF/ISCYqY1EpeXEdnfGXCcMhhgCLbfuBaNH3jiii5SmaQlFx5dcMqP3PaMK+XKaoZWZcbOFINvBEAZa1nTNdpSq957gAgwIldC/lEtOjF559Os1W9PoNAyDND9TUp+nCGTuuwYjhECoyl7PPaSvlMKcpLuhP9HpvYRlUULEuBmZDzPDOGCrYerZVTkX4hgxFcaLkaW7tZU6uhCibrZmuiuytX40bYzbLdNeTmlpa8T5ySkrUrgahovx5ACvOWuRt4boe50M2CrsRGuJzdlO2hzrCM5xLDNLTtRSiTEIm7KLApYFR+vBATKzSpS41j63RmNms9vR2kKrMPhITRoyGIw4187LSIxY16YqeWIpmY0fqaj2pjYdXZeFYRyJg6Za4zCAV9y36xhXH7zqNEBpFWfsSQA5OPkd19rT8Rk+eMZxYDkujJsRU40a4k29sjgEqLAZRpauCSp9ohuHKCJjP76vdTJWJmb15rQ4bi8GjDdcv67cuct7E7efGalLYwyGNFruvzoz5wWH63Wy64zgt329rY9gBjhOczdGWm5sb3H/1ZmcK5szQcFv390wbAPNwf5YqMDuwvHo0fXJER6cww8BqiKExesFWlP2Vs1sxs0Ti0rr43ZNOIZxxBpF8JjeJAzWCaCODHpzEqbTWsNxmVnKwnbcqEFIJyU627Ex5pSM4e1j2Lm3Fj9oVGya+hvLnAjeKdMpC0xuren9kH5NdC63XYQYuhcohIDvqQzeC3hVamGaFoJ3zMvCVERp9F4Cw5orWCFPXe+X+BCJvZnv+zVjFOy8rUbhTudLKTElwdBiDKdrttWy0LnbwzAqF6sZnNeiH7zDR38iDR57VE0tlWOaqa2yGRS7vPJybLdWyPu06Xhd7Si908IVhqCjFIZpnlUL4Nih9NvNSId394lRF6Ci8ABDh9Ibi/eBsNYJ/WdLWtQv8pbjPDOXmc0wdvuDejimhweYfg3boflgTnXyQ8A5i2nqLc7z8qbaDzHqz13fqbvVsiHLiH5f1Sk8USfvnVjXrfbPVFD6s805b7w0i5S4tXgnKL0LjmZgf1SCbBhhvz+qV2UU8vBWldBv6wWoVk5f8NYqye/7dhRu3ArcfCqypMZ0Vbi+l4XKBHx0py2i6RMlU+laF12zFpkZaxVcTE+s7pHqyNPSWo866U1d67uHS05suiS+NWi5ntzedEuDiIX9dynajeRWT9d0XnQ7Y+zpBqLov8VoDEyDOeW+yNhTIqgxpsPmpSFqDVKSTsn5fs2K0Jmt6ThpnbChtSmf3OgL3JoMpevU8XRNekO99eDAbvUIcQCMFg/Xr9kb4ysQHfNYLd36xK60yhpTnPtxxVjdmNbJX7Rec62TwgMQv9tqoXduBcjXHnvdOq1SmWy2G3yh0w+6beVUp6JJkGwSVp9FH0woPKD//mvtgxNAX+YtGTLLCvZ6XKeUJH611vZhhj6Hun6mTd/llFcMh39c+83YSYta6BQewGl3ZoxRf6xVVm45NFK/5pNIDvo1Y+cEPVl7U/V7p5Iwm0W77WS4/VRkd9OzzMqHn/cFUyFYcNGeBjpurVl7a0ewt/UC5ENgmVM3Y8LgHZszRcdcPUwsPbfcWkHpdzfknA7hiUkX8oOltHSjajgFvq1N6pViBwK511qYZz0pSs7KeCpKyuhSln5N9T2cD5podYewsZ4QYk8z7YLIJg2HaRrzL8tMykXpC7ZPO3Im5+UklANJ6Q2AcQxh0DVbn8JTmHtTtdVKWmaWlN98zSpFbenTPms987R0z5hliKP4NrX1kb/eWykSM+ZlEZS/djA76kHUnOUu71/6eUr9fRliGPqkuPbPtHQYuyZCuWd75X6zn+IDeqN8rZMgbKITeCeWsR5IyrwqJYt/YwwlZeZ5rVPTFvLJOjXVaUWbgsFaZcDVooVjFbxOfZdQs74HKYsk8LhO+n1KqSfnvcbS5reuUytM8xoFJX3OkjOF9ZpNtIKU5Gjv1o55Xvo1e506RuNUp26a1t8vT1xa3+e6QHfvIEZTxmlSqwEMm8Ex7pTD8ehhpqSKC7q/zm55tucrM4nT+3xcp7c2hn9b94C89wyDxzs9BdrimAsE35hmIR3i4Clz5eKmR+0IQ0mcnnC5ZGpT7HJOCe8jm+3mxFWhaBczBBkTbdBYP2eNdXE6tpQ+3cmdVFhb15FU2RNG2wH0TdOR1YEvc6q4Rcs0q0/Tuc+l//y6GNYGzofTGT06TYZMbZqCGfsYTO4MNnjm46SYZkzf0dW+iFpNsFrrT1rtwkLwGLuRq74ncw4dnm9o2B717Iw4QuuOpbbSiXvS91hrCU5P+iEGtrvNKbOeajpWFFkPnFcDGcHf2prY0T+nlFakhZUPr9dpu9tC1xQ5o2ass5poutDNpqUo3trTjbVyx6cseNiqhK8543xkY0d54GqlFWVrrQB526OcpHfyFC9pteqzjt0btZkuupTRNbpI9RoK1JJp1ry5Tt4zTxPBurV1dgLd17rGC4nZo7mepBnW2SfqJFd/zRXjVKd5mntKqROsrNfJdkYSTYm4zmiHFMLAdrdVX8pa5mtDC4bmGmkqWKcdoQuWsxueXLR7SlkPiVYlRIwhanf1Fl5v6x3QNE/My9wXkca9B1c9aQBMNGB1Hh43juN1wdTGkioPHywnKL33sa/+enzN88w8Taems49BRwMEgrJdvGYMYCUeq7W7ycPQjX7ahrref1mWhWmeSFmo1hgDBeELnHd9oepaIdMYhkFZUEGQslLqCf3grEUJFwKapbSosRij1NxNY2IlOSiypyLPlTE6vmzGDSsvSvE+6r3kLBV1WuT0DzHQjPRA1lopY5Heoxr1EVxfvDabLQYF1un31wJVc2WaJn0Gyyyzqnf9vZnOBNJ2Xb4nd2IebzdbGWdL0cJrHh/ppnlmnmaNjY2RlOLUfPd9cVSNjLOnRXQzbgg+nuqEEXeZBssy672eUBVBx+ym9+VC6LU3NIvqVBvDEBniSE5Kq3hce+1Q50m1X1LqtX+yTuHUU6ymnQD3wUshvULyV0GrsbLnnGq/zI9rX4VIiSHIbNvrFEMQO9saNuOWVmVXsk/UqRTtwmRiVrP+4cM9HdyIjUZpHqNAf8uhUnPjOBWuLzuUHoPz6/fsrS0t39AC9IM/+IP8/t//+zk/P+fpp5/m3/13/12+8IUvvHlRmCY+85nPcOfOHc7Ozvje7/1eXn311Tf9zAsvvMD3fM/3sN1uefrpp/nP//P/XCvyN/iKVjnhvvuIsIZiGvMxMw6W89uBear4ANMhd4CSJQye9z7zXkBjRGsNadaXIzjHEIOifYM/NQJzP/6k44yphs1mSytZYHLfumbGdNVqB5N3pGZwjiEEQtd+rE3GlKR7mY5HKI3NuMXQKElx0qUL7vyJWChxH00qXl1TZkvv/EkQWVphOhwgV8aeBpqWGeuglE4s7A3vNS6mpCTzqg+E6InDqOa807Gk1MLxeKQthRBGhhBIy4QxldK0e7HWYi2SCvRJ3TgOp6TUOI4E706Y01wz83SkzEnRPcNIXhYpo00+paquUcnGyL4yDJFoHUMUKC74/h2onfOzzKRJuqPNuKHmRKsZ4xrUVTDqeu2V7aYp5OPaxyCekcX2I2pm7nXabrZQq8IDPNQuYA0d4eucJSfttKJ3pzoNQxR0zayxS5npcIRc2Yy7LiVYsL321j5Ze3sCxw0hMPgna+/wrtd+rVMShzr6tfaNUtVzXGvvnTLQ8rLIFNvr5Hoiq42GJWfmY+Hs3LG58BwPlRDgcJVIU8FHw/nZGc/eelYaqd6CmN4ilP4bWoB+8id/ks985jP8zM/8DD/2Yz9GSonv/u7vZr/fn37mT/2pP8Vf/+t/nR/5kR/hJ3/yJ3nppZf4Y3/sj53+vJTC93zP97AsCz/1Uz/FX/pLf4m/+Bf/In/2z/7Zb+StADCXzNJTHqyxPHXzNtGCdfDg/iJUZKpMx0rcOHyUqtUHmNnLtDnPiiPBkEpj7rjOGILicZYFTOXsfKf0UWtxXrJ4GUXV7K1VZ/TQbRbLNMl5XWHOpaMULGMchF2tmbOLHc54WSu8Y8kL87So4VlqH7l22TwwHY7djGhYcmHOCSpsh7Fn0y/szjYKPezXzDVzPCgKuVVFWC/LjDUiGE6HA6VWahOYfCmKjNmOA7VAyjOb7Sqac7KfmCrwO2jdb1JxG2CIkePhKCZR6++zKMF0GzUxWtJCiI7NZoMzsrQYB8fD8YRxMK2ruEtljAPzNKn/s9apZEXiBGlclnnGuMb2bKswSau0zmmaxMwx8tjlooDDGEMPQJwVHFB77ZN0TzFGCU3JnJ3vJJfon+mcFkUz9dq3KotD8A46FkNqZ9V+7poxLbCZXBNn51u8DadrppKYj6pL69C6paeqOGeZDofeTDfMpbKURC2N7SCiZcoL292oXWmvU6Vy2E9yYdTWd2SqUwyB4+HYG9f2iTrJShR95PbFDWKPDr//RmLe636aUyNuHNYrmtyGQmpHjLFMx0lK+be4tHxDPaC/9bf+1pv+91/8i3+Rp59+ms9+9rP8oT/0h7i8vOR//V//V374h3+YP/JH/ggAf+Ev/AU+8pGP8DM/8zN84hOf4P/4P/4PfvmXf5m/83f+Ds888wzf/u3fzn/z3/w3/Ok//af5L//L/1Kw99+80Mwz8zyf/vejR48ARZ7EnkIhKP0lNRvObwemY2Y5ZLY7gcbPbnquLjMta5W+9+gePCVxXSlZR7FaBRRzThMbryNUcJ5aEZS+yo7hvcPgWXIhhtgbzGrsydogdzvtMZi8lEoziRNUvUPpo3+cDRWGgSULT1pyD6eTzp1GpXZJvZTOMrrOaRaGwSuojk75m+cJrGGzGUlFIC6LeDDWWmyzJ2W1cxobG6Ot/jTPYJS4Se8fjeOGeVZW+LgZ+++jRE3tInr6lWlKGvURWsU7h/GW4zx1xbjreWViTKc+Qh9GHZNyERFgmVOn+WlRyiUTvPCqwXmah3lZsD2rfZ3k+KgGfy6aetEUi7yGB1hru6Zmrb0kGNE7SlN/pPbs0uiDPvPec0kp9ewt1SmEcKp9XZvqnfoI9jGUniao21r7Blj1l+ZlBmsYNiNLZwq1IstNtUVwut6Its7LeGqkIZqSIp4Hv943wr1O8xFaz4sr9WQTSksiBHPqJZWs3980Oezx6tvlljgs17jguHFbUPoyN8adw3lD3FiuLws1Q6mJy8MjzrmjXljWdPOtvP6/6gFdXl4CcPv2bQA++9nPklLiu77ru04/8+EPf5jnn3+en/7pnwbgp3/6p/nWb/1WnnnmmdPPfOpTn+LRo0d8/vOf/y3/nh/8wR/kxo0bp3/e/e53Axr3GjgpoedDpVT9X0xn3zRIUyUdK2dnDu8Mh+tCmisrV9cgMBXWEHuvJPVOvnWOeZITu7VGszIUhiC4eW1No9jVsZ7SichXu4DMB+kzSq1q4HrHsmj6cuNi5NbtLU89fcGzz9zi4mJktxv7eFf9ptQZPdIManrj+5O/VuVAraCpaZ6hq2BtUL9nfZ8plY6bVW8id+BWdy9i1/7LatDsaNJpmqWraRUTHOO4oXQ9VM7qj9mu8VmW1AdMmkQZZ6XQhT610WIyTbP0P01aEnGkha2QL63io44VS8ehGgylVXBWdeo9ltrjigWPb9y6ueH23R3PPHOTp+5ecH6+kWAzZUIMpJyVpLJeU6u6tFfGiFs9KxljnhJp6e/baLAwhKF/psJahBjItSh5tii3rT5RJ7GfBfr3wZGW3B+ojWoaLvhep3yqt/VOZuQkKL3R1B3Qz3vf63ScRGDI5U11ssH1lBHJENbJnnFWgQRJdaLzgYwX6J8+9ACY9oVSYer3UzM6ss17Nd+3Z8rOO1wXSurfj7X27XeYCV1r5T/5T/4T/uAf/IN87GMfA+CVV14hxsjNmzff9LPPPPMMr7zyyulnnlx81j9f/+y3ev2ZP/NnuLy8PP3z4osvAtL+aKIkQeCyFPC6Kc7OHRd39cU/v+m5erhw+YbO7MYabu/u0BCU3ocVIK/FrNYnfET9y+19wDqJ3qyx8tp4ry9/az0Q0PeGpfoIJZU+0SinpFQ5kxsf+5Z38YlPvJ/w/q/x1DcthHe+wjs/srD5wBt8/Pe/h2/9Pc/y3LM3OifHdCj9IFhYv0m7ZRTrlZ7Q+rHKen3hnVFaaAiBkvNp2mG67qMiKL0mc6VL8AWmd75HOTc52lfYucVRqyiHrVZZBro1wXbiYRxGNUBzOckMasn4INuJ7AP+FH1D1c+s/GmzJp0UTpHYMQ5KP02pTwRVe++V/LrdRL7z932Qj/3eu/j3fY0b77/i7D0PePrDB+58eOI7fu87+chHnuOpu2cnZ70PscfqKDxAn20RUM6u6mCLC9r9SEhqKbX0z3TB9MmnM6q9dQLjlz4NLT2qxxiwTnVirVMPPrTWUUomhkjJ6fSZWtP1Sn1Hu07nStf4PFmnBqc6rQkq2t153SNop2uaOdlQxq4Bq3mVBDz+7pfSjc2mUnLl1lOB7Q2PcYbdueXBazP7hxkbDMFHLjYX0AS6X3+vt/L6Fx7Df+Yzn+Fzn/sc//Af/sN/0Uu85dcwDCfa3W9+CfjdofS3b3O/7imlcO91OLvpOV5n8mzw0TJEffAxOm7evOjepiq9R/fRSP1iRFLMGdO0sDhjZSgtlaUo8dN4x5KWjrmQ3iiXciLjxWGkte6GN6bTEj3veucFt94FL937Cr/++pf4J/xdrh9kbt7yLNny6vg6dy+e4Tt/33dijeHLX3mNnMVx1vhW9oYVel6b0ZfNqhG9utXn48QweN28s7AkrE+ojg/xQ9QRsuRuipWjGWv7oqrR9klPMi/E6IhxxKVEQ14mCc96ltWKMcmlX1N1Mk5pCc5KX2W6LCAtieZrT+fsC13fwivZs+Cc7UjRSJcE9mtagrd804duM8XXmefMP/naPyKbI/O+sLtwuHrOM+H9fOzd38Yf+NAH+Ym/98vcv3+F7c3tGAca4iOrToaS6TejwxvHtMzS6EyzbB6979hx1ieQWS5qcA9xpLbc9UamQ+t7nfrAYMk9Bvs4McSgHdj8WNRnu0gx54qLgSEO5CJAnR4ihsZae/kOVyazfIFaDN3iukdM3xmaCI2+T0tz1jUxnRLZJR5371xwKJekpXHv1YVh6zheZsrGEkdHHCwpVbbbyNlux9V+kpWkM83fyutfaAH6gR/4AX70R3+Uv//3/z7vete7Tv/+2WefZVkWHj58+KZd0Kuvvsqzzz57+pmf/dmffdP11inZ+jNv9dX6F1uCvsbEnuAdw4UysmqqnF/ITW684fqhnNvjtvH1By/wnvN3iakzjLjg2Ixblrx02Lm2vuO4oWRlptda+gfbWOaJ1sfXYBVVE7xc8ilhGXEexuFchtCaqDXz3ufv8o73nvNXfub/xWTus71wLIuSCt54PXF+w/Klq8/y4vGcr7/2df6VD/0RLi/3vP76Q7xxGG/YjTshHBb1FJZFXrBcqsSLHa2wer/2h+vTWFq7mMowRI7HAyXpCLSJG5wPQk3038F3z9MaeYwxJ6f14XDd9SUWg/QlQ4xMx0xZCjYovnqI48l6kVKiNVlYSmnUNtNQNhetcjweOg7DdK1KYuwWmdJJi2HQeHpOqlOtie/4tg9xv73EX/8nf5XtDcBXSm6kXLl8UNmcXfLl9Avc/42X+aL/AJ/4vf8KP/n3Pk9ZEiYMuGDYDDuWkjG2dg5RZrPZkHvtS0kiLFq565e0nMSg6nc5nA0dcKZYn00860cqJWksaWEzKigwJQk1rfE9gimR8nJST2u3JbvKdDxSrQdv2A5bjHP9WFi77mYg14bNhVpTt130Ou1VpyaNBq3Vfs1ESQXTM9lCjMzLIj1YLRQyUzmy3UaxoGujpsrFbd/DChrXVyI2EhZef/QqY7ugpIwbfoesGK01fuAHfoC/9tf+Gn/37/5d3ve+973pzz/+8Y8TQuDHf/zHT//uC1/4Ai+88AKf/OQnAfjkJz/JL/3SL/Haa6+dfubHfuzHuLi44KMf/eg38nY0rQgRZzu9EOkzDteZEBybM9+tBes5FmoqjBtHy/bx064IQJaXfIosDmFg3GyFj6hVTT3gcDyQSmGaE2nWmT/nhRh0JCkd7F7pCuNUHk+lrOebP/hOfu2VLzKVN7hz13N9lfWlXjLeC0N6fV1IXPHLr/4sP//Vf8KNG5EQlQWfk8yWlp4VFga2m51+/1o5HveYleK3HFlSZj4qvK8UURZdHz2vUPq1v0VpXe+jlATnHKbWU28lp8T+uCeV2kMAc0/1qB2A3pvGfl1sVraPYpiHuNGQoVZylhl1XSBz7ddccmc9J4bg+zhbu6dc0pvqFFzkYrfjuWfv8Atf/SznNwtxaMxT1RFqzsRomA6F/XVmz6v8zJf/Li9fvsTNmwPGWUpTfy0nGTad9cQwsNnudMSsVSGCxnKcjiw5M83y4K3K9BhcFwRKoV5N1fE1d8C9dQQ/sNmcSZxYK/vjvsPgJqZlUZ2mXqe84C2KV06KuWlWambZJeh1Gvv43mJb/44a4XgP04GUC9OUep0SpieXpCUp5MCZU+31XlV7a0VNoBqqbRyuCnFwDBun9zRVlkmKalMU+NmKZBJ0Fvi6i/vtXt/QAvSZz3yGv/yX/zI//MM/zPn5Oa+88gqvvPJKj2iBGzdu8B/+h/8h/+l/+p/yEz/xE3z2s5/lT/7JP8knP/lJPvGJTwDw3d/93Xz0ox/lj//xP84v/uIv8rf/9t/mv/gv/gs+85nP/HOPWf+81zL1xMpSsMYS8wXLQV+6R68vmNzIFVIVlN42MXDeeH0+TSyE4pFXaX+4Yj5M0uJkwd7BMPas9uA92w6lHzuUfikZF70adMactvWC0jf2xz3T/gCtcTgceeXyJb5y+SWIcHld2JxZYoDxLGKCxJMhyE9mjOVrb7zAv/wHP0II0HLBAcfpyOFw3XO1KtQiMPn5Wfc4wTiOjMNACIKpF9S8xRhaB2Q5b06g+3me2R+uTvlfrRTKkthsdye/1jgMbLdb/f49ALAaaZ6aFRzOev3uHuWTrVD61mNgai7EOHQDpEbsu90OZ2EcIi54cpN7va7XdHp626bPYN+h9FC5urriy/e/yL3pNYozHKfK2YWIkOe3BwoW7y0xGvIiXdErl1/nX/tXP0ZaFkHpW2N/2Es71Ru2poh1PO42Mtk6y3bcELxTeMAwstTcwwMM1RrhMpyBXHE0Dsc9x/1eO7hSMLVQkgDyq39rM4xdeyQofW4FE3rDdzX9PlGnaVbta+4JpkW2j+1OoPvWGpthVHiCN2zGQXRNqz7iWqfTNdEidNhfiwRaRacMJmLmDWUqhGB4+MpM9EYG1GDYbLToTqnx4P5y6uGZ2nD0vuBbeH1DR7Af+qEfAuAP/+E//KZ//xf+wl/gP/gP/gMA/sf/8X/EWsv3fu/3Ms8zn/rUp/jzf/7Pn37WOceP/uiP8ulPf5pPfvKT7HY7vv/7v5//+r/+r7+Rt9KvJcWn4GOFV+69RrgrOpv1lsOhcnbDc3VVuLxMbHee4+s6I2PbyfPiY8Abh7VJYO7eY1ih9EvJ7C52GGPYHx6p92IMxib1VzqUPs3ptAD5IFe0qwVjvG78Vrm9vcvGnGODJc2VOBiWqsnEeOEpx8rFHSFAzm549vuHJzuGDQPBCHlQ2+NjiveO4gVQ3+xGjLWkZeY4TRJSmt70VTOGNKuR3aoRC8cqCkdg8t68dJaG57gshFGMnlorh+NeU62mlA2PCIgpVWoqtGo1TXOKPcomY52nttwXEsdSCs4bEQYaHKa9UCTQBX0RC4o1WvKp/xOCenHWLE/UCd514716Wp/sBoaKo6ZK2DnqVDm/GWhL5ezCczk9kMWhtV57i7MZY8PjPqBzZGBO6XHt5yvJMX5T7Ss6Dq+EBBc8wThF/qBGcmkiRuYKx2U+BRKsKnFvHcYoPMA3Q+11gkqtBhc9sY/jVyh9KanrfUSPHLYiIeSUOU5reIBiq9fa50UP7Fatjslr7W3Wzr1mMMqcf3D5gDs3o2iHzjIdq+QsDzNTK4wby/VVPd1PNTc9QGM89UV/u9c3tAC9layfcRz5c3/uz/Hn/tyf++f+zHve8x7+9//9f/9G/urf+v0YHRlW5EIcHOlQuHEjsD03TNeZ116aiKNlDJaaGvOhUWbLO+4+3YvZWb5jwNTeL2KNGa4ddm4lSmuNGCW/r7WH33X38jCOxLOxZ3nriR+3O04rZGtaBIylZUPJje2FnnSdyIEHltzY389sdo7rq8L7bjwtcFWtlLww7M5ISTcITS5uI2cntmn6UOqCMY4YNzRKj4kxauZ6y3aradrheKSlStx0z5oLrLBzY4CccbgOyZfwbhy2VLRDciiuuBmpuGv0HA5HQeGcemPW65prU7mmhO27u2XqCbLD9rFHDrnHcys6AkfH4TjRepPcxUFpKL1Ozlmc9eS5EW8aXDD6e02XB9TGPFemR1oA91eFZ971DCC0RkqJsNn2Oq3X7HnpVd6nNOvo5308+alM41T7OAyE3UjKMuq2VBm2kZJ6emxrJ8uKWeuUMkutwreEkdbkI3MYUio9gHF8QoFeGbY7DQa6wfV0zaS47ZorqWaMcQxx80SdlHdvrVH0d3UcDqp9G7UErLW3nVHkvBb9MlVuPhVpwP4ycX2didEyej1A530j+pG7N2+xf1XN7dK55m/l9bb2ghnogC4hPp+9eAd+lOfFWPUNhtFiDcSNZdhaxjOPC4bLwyNk51Ki5jzN/TrmNO6Up0eslFYrd285nn36WZ66e5d3PPdOnn3mNrdvHJS71EVdteROD9TTbUU6tNVRzirug+2Zdg/7BxnvDJcPEsPOkmvDby02GO4fXutcG4PBcpymU2Ry7ZiNCvggo2ItgttrpwAWpz6ZE7lQQxClTuh/Sj9Tu1hNaAw1q11PhyjdDe6MwzlNvIKPPYTQ9pTOql2A0YK9dP2Kvol6k6WKkuicPQ0O1CzXTRp87DKC9Zrqe9CEocg92aK1zgOvTdKB/pk24Ow8kKfKdCUJxNVlZjh3lAp+a8HBvb2GHtZIYDlNc7+m7Z9ple+s9/WUK29xpi/6Npz0Pc0aMN2tngV4f7L2pl+T1p6oU+t1Mr1OQqwEH95UpzXqea39NE+dIKDdNP33d2E1E2ctoE/EN4fwuE70B1Valv7dUCBB7nIJIRB0Mhj9lrtnT+EHi/eGCoRocc7gPITBsL0RGDbqd15P+9Pvk3N+y1D6t7cb3jn1ILqxM5kjt295pqmAbYxbxzIJsbm/kljx1u1I9IZp6iZGI2Wu+DuVYYzkKhey7dvdc/+A3/OOX+AP/ZsfZXj2/8Eq3SP/OvOL/yZ//+9/mJ/6yndQEY+XphSFeVmUSWVih9KrzEOM7F/OlKVx65nIraeCspauBGU3zXB8lOVy7wuCNYbonOiEtuHxPQJI2o66Egiz2McJCeTm6cj52Zmeqj3y9zjPBKeGokEo2NoKOEGwckdF0IWPpXacR8vEMbKkmd12p4wswNrA/jgRvSMajdcLHV5v1JNIPQLbYk58opIrqU6EMfbjn4Um1k30w+Nreu00W2/KWi/iX+6R3CJXRl55dWE+eC5ueXw0XD3MLHOh3mt4Z1jv7VLaqfbBeuaUsL32rWq0rdgeacbK0jAlU70SQ1NKnO12zNPCGAZS351FHwANCKacqa0QonZBJWvXVGrDIDe+aZVs1e+ap4mLs3PmOeGt60wk/f+dMVosSqGZgg1q7OcTC0u1z0VCwNQKYQws88zZ2RkliRtuDByO0yl11QC5EyaxMIRBEH86CSLO3LrpeXB/YXNmGbdK/KU2rh4VvG/cfXbg0f3EsmS2RtnyFkfO8291y/6z9/D/6avC/w9fx+mID4HtINXtvf09xl3jeJCmpna5+5Iy250lDJbDZeby9cIHvuPDWkhcIAyReUnUnJiOB1JtROcRFWOiXP08bfkq8epLXP7aPzn9/S4mbr37Acy/yu+984B/evlvk2ujVaV0TsvSr3nsrmotQNf7a27c0jY3p8p26zgcLbut5+zC4wwMG8txX6hpfTZZ4jgy7/cyRk5HKpIBRBNYykSIkQE1h1OW3yxGz3ScsUEeI2vtCXaekjxfZZ7IKZHnSnH5tEtLZVY/A6+eVdYkbYiBZZq74DFjvScG+a+WnBjjCDWTjgla4dgXsejjCXTvjCP6wNK9WcH3WB0rvIm3Mnd651lKIriAcYZ5WSAVpqMh1Uqwpi+qV9x5RsCsUhrbnYIpb91U1M84akDw6GE6xdlgPWGMypPvtc+18a/8gW9nN4yPF0Wl5ig6W9vEU4/D9P9nbf7XqkkTBr74G1/hq197hdI0eQwtsJQjMQ6MYQBrSHmhtkoMnuNxwjhz2uEGHzBITjBsRpbDQRKBqbJYqZCDjyx5wsdIRMEASzfPxihOuA2W1hNP5BUzLCmxGTbUtJCWmbyUU9SPIbLUmYeHR4Q8ME+Fm7cdc1JvdT5mtluHHywPX12oh5F33nyee69eyq7UhY5v5fW2XoCMc8qR6lYMZy11qThlEGKqGnnWG5Zj64JFsL7yxuFlnj27Q2mSyNtgiU4A9eCkI6mmAo77jxpnLtHyNRfPvNn9P1+Cr5m/80/PuPVcwnTw+35/wAWHMx5jHcH08TBw8+IG+xcqzimwLh0F/p4q5NQ45sZ+ykTfqEsXiDld03YovfMeZxUNk42+9PNxUraW6UcHA6UVOf1NfAylzwXTGt5r52KsekorfmMFqVmnPs0aDQONWsR8nuaZgUHYBWdoqS8czjN1R7tg54Gm20hQeqORb6Vhg0SPKWv3dZznUzYYzkCq5DbjXCDVQksFE5x4zsbibaNk3aw3djf5+htvyPKSMku0jFvH8VFme+64utZ0b/DdLmeknj/uj1hv1QQ3luAaQ/C8+OM/R56P1N4HwkiusR596ddYM8geL0r687sfeA+7O1uM84ReJ2NKNwBP/wyUPtVMXgpxCCcofe08Ju/Dm6D0zqtXmZYs9tETtV+PWa3qM57nhcEM3fDbs9R67Y+TAgmM63UyhrZKMhqK3F4K1sHSDClDXWrXoK0x5LDYiYfTPawJOkn0iKS38npbL0CtZIazHS3vT47fcavpyHxQs/DRvYm4sWzHgC2NMFjm42ocFImwGa8APhqYwrDZsBRldEU/8MV7O37u127xl//B8/zmhd2axoeevea4WHYld9h5WUdzVOMwLROHER90BLo6XpGmRvWGeUpstl6TtKWyeMNz7xq4f2/hwYPCtrNy5CuTIhljFI5og44ic2bcjFBgyfkxlN4HqJ7NxahEBusorTEnqXlNUzrGSjssWUkY4zgwH4W9sN4w59zzsYqg8tUw3Bi7CC5Qa3f7B4drQsvWiqBuWb2lYdwwHyYB2A1MKUk0mdTEtc0Qz3UEiDFQc5ES3UK0PenBgDnVKRM3I0uV3ujycEWaIZvKslQ2VTqXvFRojrtPR+69tnC5z5jbQBdPNqvwxdqvOYwbgrd867dZtnd33fJCt4INrNhVaDRjME0HazXx7elINF9VPjfRgyojIUJZiuqUFR5grdJSvff46jHRUFrB9b7RnBLDEGkta2fUPVq1yPoxjJFlSozjgClCZ9SmSWCIwpOMK+jfhw66n7tgVotE7QjekmVWHsaNelfWUHNlez5gvWG6lM/ywesHbj01kBfL2Q6mYJiPK4lRD6eGWy1/v+3rbb0A1W7+DL3hdr69waMHL3F2y+O9YZkqN++MNEeHzReGrWPYGu5fPsQ8Z3oiqAXvyLMk6UsS32U7zLzvxhf5tk/8Ol+/7/ilFy/om+7Ty5jGtz9/yXe+71V2T/0aX370bcojaxXTF4dWWj8SCS61TIWz23KdH68Tw7llmRoXNx0hOL7+1YklZWy0uKTmsrOWasCOumbJpae/amI3LwupLEQv3Uc3YYmah1hCxjpsLvjOWQ4hkqYFG+UVK90FXmhEryicXJbHqaGrlWOFnXuxqZ0LOKuGs4+RNs3Y4GQ9SLp5ltTlAqWQ+lEmeEUZC/VoO6dIiu0QBXdriDPclkV9NG9VJ0s3lKoOaSnceDpSlkpaCn6jKc3tu4GcGi+/MIliEC22SRbhOvnPBNW+tcr8xoG2FLxT1tw6FVxB9autRLU3j2OVOq9IQPyK9xo81FxIVg1Z30H/qSSGOMpYWx/XCdpj60tNvU5WBtY5YYfQhYqFasBUS/Re8TxlkV/Rrv1ATiEHrufASQwr9baPgXaqvRroxhkFdtqIt4HdeMaj+0c2557iNES5/fSGMFqWY2VaKi5Y8IVH11fcsHdxGEJw5PK7AEoPhpbVFGs0ip8oBQ7XjZt3BaWvDebryqN7iZrANRh3/vTFlUpVuhPvZfyrWc3g3/eOf8R3fejv8C3PvcrX7m808jTtTf8AvHoZ+Zee/wr/xof/HhfDIwyWOA6YRh9pCyZluukyIhPgOGrKVpJGug/vZ3JpbDaW3blnmRLBvRmHYWrDO9sB8ZoupR413M8WQOs3hnYfhSbQeu1HrY7YkHlw1AJlHqekrvE+9KeaQgyllK3rU7jpeivZMIaI6XEssQcTWqPfj6Y6Ca3ap2FGzvb192hNO5v1ug06mWBdQHX0sKyQLj2h10JGRixNqlyEGalL4/KB4mR2O8ew8UzHRPSiKBgjzYrqZDFXlfMXH2HnwpxXg+zjI9v6mQmNAit/2XZK5WNPoGPOemiIU6065Z5tBo9LZYzpdTL63UufbHknxztAk2nY9DaDW3EiVXVqHd2r74ng/KfaN6FSS4f2BwHRMT04wWBOzKF+ZhffqCYYEtOxMc+NO88MnN0K1GK4up+ZrgplaQRnCePjHY/v0H/3O6ED+r/ay1rpTtxOH0AMsA16Ch33SksQmrKxu3CcnyvaV0F8HUpvjXw6y9LB5nA8HnHO8tkXfy+/8vX38alv+Vt85k9+jT9+fPW3fB+7kPjyz234m//gXydvLrQD6XBx5yLGOpZl7lgJsJtCe6hz9vaGNCcAXHiGnePqMjMdK95ZsjtoembU/EzLgrVCbJacSWmSOTJGRu+ZJh1zVgd+S+LLmK52dh2/GaI/7ZLzsoBx3dtVORyPDDHgQmQc3Om/k/4pQ1ojhCxpWaj9z4xtpxur9P6EtR5LY384EIOuOXgnaHteCQQJl2vfBdluHej8bOp6p3ZYvzxq1lgOhwMx6rdw28K8VMadZ3fhqFm4iFQa47nj0b2sPx8sc9tr3ZLxSbWfHHf3C84Uvv7rr3J+8TS+T5IlyViBbnT5vDntMiUy1aKBWnZMs+H+1SOM1dSslkKMAesDo3dCc8SgDLmOCrbOYTA9q151ioMwuLbJMmN6nVopTMuRGCIhqPbzNPWU30ar+VR72+0Zpe/krLOou2l6bj0C3dM47A+02zq+7XaWuYiceNyXE/vauca485zd8Bz2oiyYTlfEGIH+fzeM4eMQGa0TlN4abBoozWBNYz/LKDeOjmOqnN8I5NJOT5DStRklJ4rz3b2dGDZbaSZq49HsOV79Bu/6lz/O2Uf/dX7x81/g0dX+Te/h1o1z3vP+d3DrCz/E3/7yjKbwogE672k1E4YR691pN+EGOBwKJghjsT0T6vLs3HF9lUlzxdTGxbnDHeJJlzMvM9b3DCvnGcKg6BqUzBmsZTN22LmXDmg6zgQnlrHtaubWndE5Z3ITlB6gUYljfOJLO3dMqcSXxluCCczTTOzRQLpmoyIERO67MYHNFYg4jBt2neq4pBnfs9NkjlUjPi8ZUxo2WKrtUTp9h5T6U94ao8U1J8bNThqkMqlJ7+EwFU0wgyOOlnkvpfn1o0IuDdsauwuPWYTwlY9PjeFnrq+5oLAfPL/yU1/k/R8bCH1oQVPD2gRL6znw3jnKnJVLY4HcsNFpR54br182XjKe4faWTUfpmtaEXHVi9SjR9nGdohMr3PbvZzNd59Q5QatAEqORuXaEyh0LtltuTrUPehhZ/0SdqjhRRubpXKsGOV2QG4fxpH3z3pP2DjM4lkMhHZUKG6NaAZtz3z9r27876tOlZSGGoB7UW3i9rReg43QUzS1Kt3Pv4SPKUBm3jmahJHBACBp3+2iZ9oX7byzUp/QAk6pWoWt5yUJ/ZuUr3XvjHu/azhzNu/DTH+BrX4c37j9803t45uk7fOBd38T14MjTkVe+9hLveMc7aQaCtyxzYu7Z4LmoYXp7eIblWNmdV9KxcSiNEKV8Hs8deVJP5P79mRuuZ0kZRzEO7xq1GNKSTtCrWhrb3SjSIeYkPFtyZyVZ2MQNh8NRVgcXSXm1jXic0S7jeJwEGOvHoM1m6DTGfkRxllSUoNksjMPAsihOZ4gbSkrk1k7jY2sN87wwHafTjibE0CdQ3bbgLbnp78AqedZaxzRNAvLnTOrUSVoleP3ux+moprmV+O5meJqXH7zIOET2DxPuVpDjfoE4WtKx0ozh3r2F9zxXTuweuhDSVvUUE4ZhMMQAL003oRbcbuQ7nn7IM09ZPv/rlS9d3yTOibAJfNvde9x9KvCLv9p4Id3Epxk3T9y6mXh1ESq2VtWplcZmt+kJIApGNM6q52ihOcMmjFxfH4Th7Yuv9WpWO6Md5jwtLEY7jFoam60+J/dE7VOWILZZpaMejzO1FgYv/Eaz4GzAGpmn5/2BUo9df+RIOfHg4TXbW8JuVKCmRhwsFDXfMYb9PvPoYaIVoJkOurf43w0LULBrsqO6bqU0RYgshZt3IzjD4VFhe2a5ephwzjLspL959qbQHzqny8szDEqncNFSjeXpp58iLq/ypZ//q+y+8Fd5N/Du3/wmXoMv/ijcf6gEjbu724KoGwHGvdO2vHY1NNbwwitfA8B3F7Vwr4YWLIerTNg5jpeFearUs54lZvTzuatYY5AcvxoDwWiMXHXD++go06zewbDB2kZeofQ5E/zQp0qN4AVQpxU2MWrn0fsdahI7lnnBeUtJMzRL9EJY5EXJpM1kot8wN8G3vJfVIKfEZuzWFW8BR3AGZVrNVEtnKhu50Aev92kd2NKxsxZXJSSsRVD6cZAlwkd76sV89aWv4UaH85ZhY0kJxp1jyY3pkBl2jss3EstUaU4L3ikNZMWaVMPTz3ietoZ8qLz8rt9Dmyf2d97Bt1z/KGXJ7DnjhW//FOOXf43j2dN8LP8NoPHQ3uTLH/suwle/Snzhq9weXiTYQPPSxLRTnTyttF4nSzlKZLQZd0AlLwsuaMLr/eY0/QudOGlaY4jhN9XenxTtPrheJyNmkzOkeVLta+62D43oQ3DkVN9cJ6d+W+3ap1wrdoE7zw7MS2U5VDY7y+W9hTA4fBAC9tbuNmXf1EdFjKO38npbL0CpVtqS2QzxMZCsXNMK3HttYXcjsBwKNRnC6IhBHOIQDcPWd2zFvLZXSD0Rs5TC2XbH6ANzeoZffekGri2AvrTruLV0ewUGKiP7coPbu52ONkXy9tqPO6UWRQJj8FFIAwqc3/Lsrwr3X18Yzx22ofigST6bG8/uTtqTtIjxXGvnQ7eCt4HNOJByPkHpV3+Wc1JfT8eFzRhpvcE4z0f5iJxlOh7F4GkaYUvibzjb7cStyQvjpjfCeyMTi4BXnbdMbUyToOQxBqbD8RSHXFs/TpXKxdmGUoqOYUGiuPk4YxxgLdO04Pv1W+nMJQzDEE9McA2OtN3PubDbyExpA+Rjwd0dGG9Zrh8mHt7LDFsrQWltpGMlTY1bN84x3UAqmhEkazGx8d5nGq/cM9TzDe88vMyyz9SyMFw4jCncGBrve/WXyQ8f0OYD4a6llcqdYeH5F76AvbokDjMxWvJBv7fomZFh0O5jhdKnJdOsklNKK5RZC4FSdCvLPKkRbZQyYaz6Ts1ImW6MZbfZyvqQZ7Y7URtabbjuep+Ps0b5/bs6T0cNXoJ/U51OqbSlCZ/iIndu3eBYL8mp8MZrC8NGJ4hWLXHjCMFKJDla4uCYDlU5dMFT6++GJrRRV7/0OOJjvYLmuLjtOR4yyz6zO/dUGtszx6OHavh5D688eIlvuvXB7jQXmLuV2iNLbFfBGuzuXXz2wb/Ha288oDU43w2APD4pZS6vj8TgON9uuPvUs6wN5VKLzux9KoFxpN7Eu727zbAJpKQbqlS9v/nYuHVXYsHdzcB8KHgbu4mx+7NaB3YZA6hJkTonZ/DhxGSJcSAt2mXEqP6XIm58HxtXnNGTlKptuGlNRoLgWLKmYNE/PjLFYVDTuQlJWvvNoJwtRR5Zs8ZXV5wP3UdlsCGIAEiH0vfcqDAoaLDUIgVxEwAtxkheiuQDvclba8H7SOsK5RCtrCgYnrq4w/7qHiU3rOt9ktGSZ7h1V0/03Y1AyeAI67CwiycDr+5GPsjE4Cs4eP49kW8+f6TP2i8w6Vj5wXcaPmC/hnnOgj1ilkBLCx95D3zUfA2cxuAvftnDQd9RrJTRua5iSGWcGSu29bIsp+NnKmuT2Ej06VQb8cuNMK00qrFYpzSNNZDAGOXKxTh00H855cNhBKUvqWDjWifFSzsbaE3eNBuEdC0kpnQgRM/2luOwz+RjYXfucMHiAlxfFk3Y2sIbV28ISr9ikt9iLtjbegEa4oAzllJ0Hk7HQjKN43WF3nTLpbEcCpuN48Ytz+FR5rivLCcovbLAs9WCM0TBy1PKOCeNzcX5Te7efVY7EbNmhnuWeeLdnQ/tnWOa5scTnNrICCUqj01mqVKZPpofYqz6LNdXktbHjcNQKAnObjhahf3oePXevZMDu1VITQtoCN2ZXRvTtLDZRPKSe+CcU2M0WEbfFyKg5iokRCf+NWRMLYC34uY4o0nJNM1sNgMlK01UTGyL8YbRDwKjdc+cdxacnOUCWVWF7TV9psHHDrdPjKOnIWBa6ON6vCHaAWo9vS8D2GCVTuKscrhKo9iVFBgViZz1mV7ND+WxmhupFPLSGLaOPCtCOo6W8xuB64eZV+690QWDvfYmY3cWO8sYWlPllZevuP560kK6jbz3duLizPDKa0dev8y0lnGj5703Fy5uen7jhSseXE240CAnvKlg1Ixd003maWYcozRHJE0drX7P4IfTjq/kRgyeqcyQMq4rm0sD72XRcF1weKrTUvpDT3XCq/Z5WVT7ojoVq0kiXbhbW8PY0qkC4YmUX5gPRXafQ6W1PoXNjeWYufVM5PymYf8gcdzLOdD6Lqp0MP5beb3NdUA6164u7uOhYIOOPGc3BKV3wXDrbuDhGwsPXl0wXf25DTsaEs6FGKg5s+ptWtUErdbSG4hy1q+jWOc8rZXTNKHmLEqhdacs+GEYRFNER4auOAPguM+Y0PGo1nD3nQPGGW4/JZD9qy9OlNwoVDZup5vRuhNEnK6+NV3JDUX9LzrAy0ocF1ygUTGIUkePOzam62jo2iIjKULD9Ml0wZgeTwzdCiIYu+iT+ttrVc9HvQkhNkqtDMOosX0u6n0Y1Wm9Zm2oCW1tR8Ta7kxvgKKIc1aEs+2myxCHx3XqGpNa8wk7c9hnbIRKZbtz3HhaKu7bTweuHibuv7z091HZ+TNAdoQ4RGpPjOifKCYYXn8t81N8Gz9rvoV/cPNf49EVtFz52uWOn3jH9/Bz9lv5e+O/xPWjQs2VX7t3wT94z7/NP+Tb+ccvP8P+qvTpZevfgEprqlOFXiepy72LtPZ4OkXVdM4iUWZDUHp9jdqpJkqeEIVT1zQKxCwZ7wJrjoZCA2oP/7S9TjAOY9cp1VPt9f2QYXcNeZAAMTJeyP1+dtPxxksT1w+ypjzNMvqR1sRv9973z/S3f72tF6BK7Z4mh8Fy584NjG0sS+bB64lSGvuHmUeXGecNuzNxbuLoef7Zd3cNhxSjurEqDX1xfPDd87JgrWNwgVykQk2zAFLDMMgN7m0fdZrOT+5xPD72p0LBNCV8YuDG2QWbM+FGrx4mDteVPFcevL5QKuzO5HHz3vDedz6vL0kfvwYfuwBON40zAmAti2Jexvg4g346TlAK2+1W/ae+Lbb9/FG6sz740NfGx5RIH4PQF7UQw3CKBJqOCvrbbMaOGzXdEyUlb86JZoXLlYhQIlHTGmFQymotsgY4Y9X8nRdySgxx6L4zc4J7WdNvoJX9ZDWKVu1X8SjcuXUT56WIfvBGIqcm4/EDTe3W2vtoee8739N1QHSvVewLRFcmZ8k3brWHbK6uGV+7rwlUa2xj5rn2GtvrPePr9wmDwzjDnYvK9vVXOXv0kFtW4P7aa88q9vOqkzEwhj5hbIpAola22w0WqdbpU0QNV2TgDaHXHrGo7BN1gsYYhpPheTpM1FzYbjdy0/fvnut1KmudfD8EGdXJoh10cJ7bd89ptTAdM/dfS0Dj0b3E4boQomXc6MFxcb7j6dtPs0ZGua5neiuvt/URDNOful1KXEwiGMtw07OkwnJQpGyzRmfWRzKqDmPjK/d+jee2TynlIQyEwXPjwpHrQvGJXI+0VhjPRko+YmwhhIUxur4AHMAYNlswxpHzniGGnlI5KWlhBMcZS6FD6ftT0SVaqpzfiKQsQl2w4M8cmzMFvpEKIVhevPw1StWkwtqADZbR70Q9TAutVuZ5UY54rTKnlgXTZfc5Z5b0SBE49TdB6Q8HqlVo4Bg3+BBYksDk87J0KL1gVq1p5xGcHPDX148wRrBzPVEz4xA5Ho+UJWO8I44D4zCcAPKC6Bus95RSmdtMpeKtp9XKfn+FcY6GwdlAyolxiCxzJc2pQ+kDm2FkLjru5c4qKm7BVfXOlqWQpsJup9qH0bB/KFPlZmP4jTe+wMee+5A0K3HER4fjJsxv0MxCNY13vvcW7z8Xe8jZVwh5pJnEB57d8Lz5CnwMYGJsO9L1gY++a8OH2kuU5yrOXPDKi0fGOmCCWNqlZOblMZR+SVlSCOvwxj4BulcUeK0FZ9tjKL1xWG8Zhm3PldN3fu7f39qEYilVPObgRLa8un6kGJ4KoF39KZBgKcpkG0fiMLAsK+g/01Dk9mbw+MGSSyMdCuc39H2prbG/rljXqO7Ayw+/xtguSEsmjgNh/F0whndOed62WyJSWpgo1IPl/GaQH+ygPK55kht+t7U4BKWHDqWvGW8tH/nIr3B2vpfdoK2wq3YCiYkRU3rQXG/aWdOtTObxlntVygJf+sJHeePBs1Rbe6SM4OrLUmjOMA6e85ueR29kLs4dDx8VaoGzMwdDo+7XXYvVRC0VcEHzNKPeQbMB0yqmVA75oGbmIv2JtcJcxNBph735uQLkpZdKSjGo+nt8iFL2daGmEKqr8lqxxkrY7FaFJnvEsiiNo1kk6owDJelo6kLE9NywVpRhXnr22jwdGceBZU54360EtRC6YlqP1cfRQyVr1G+8jLCqfWJOhXownF0EhtFyvMzEYDj2QILd1hKsVyDBqfaaTn7pi99EtI4Hcc/De2BeGmleQX8mWG7uzim5cXU01PmICRYTHSw7nnr6gqvXK4erI3ZQvR5e3uL1Bzuee889iilEP5w+U9PRtiGG03RP4nnB/RsSzBrovUhHs42SshC7zXT7y6DxX6uUXJjKER8UDlCKBJY5JUIADU60C05LwllHc6q9H0dqFoAvhIg1eg9pTiRTic1w406gpIYzcDz2ftRg2EVDK+4JKL0sJ/Z3gxUjzwvDZiPjJ5ZYzpn9Q2iFwwMFEj56kIhnTtiAfWEZDFNGamPT14raBGEvRwwLoSM+1vOpDRKEhSiTK1SaV0FzXgjBn1zSrmkru3ZS5+XAfDy+yUe1tTeoGWyrlKmwvw/UymuvFs5ueR5dJeagm64e+rHIGkwuGCMBpkyLtsv0KzkVtrstV1d7DDDGoY9WC94OpNqbuStDobWOh9XvOS8zps3duGhPIPXNZit8ZxOU3nsvxXTQeDiv0ctPXLNWAeRzSix1IYSA70MBalMDORVKyYybAWcczYiJY6xjyYsEi1Y6H2fV7KZBzZn9nIgx4q0oiQbD2C6wvIxpleky4/HsrzI+O+JgOF4WltEwFUiTdECqvQiDxylTNwaCFuUv/Ubhs8O3EmwmP3WX/9vVT3F5bfmb/l/FbT3+119keed7uFte5nsf/hL/+Mvn/PLT34n/2sv4V1/m22/cZ8oz0/Fw6g1aeFynR9c6Pg9DP6plTIvMecEF7YJwFpPVa2x5fZBOmO6xq0JAUPo1r68F1R+HQVacVnAmnoSe3r65Tq2o9suyQJ1Feex6NW8DNm1xm2uolavXE+c3Pa+/MrO7FWhzJS0NHxzzXDsWRfeSNY3lLULp39Y9IGOcHMWoKzC1a46HqklIbsxT46l3CqFwPKixFwfHjRuB0jqG0hht7buT2HRdyNofWFuIYYjQnc/rUap1S4RF7aSypotiunK1I0y7UXFVFR/KI2pTfFAuMM+N85uBzYVn2lf21wkfDLfvxN5DQF1LL2xn6KNp01M6nXMCr5XCZjfio5IlhPDUBM0518HnhryUPq2D5i0h9Gva3vStAsGbfs049mYt0vvULifAQHDKQsu5dT4N0E2Pwfsu9nPknjhqrCFVWS7G7QjGMC3iSOuzroJmYSgFlnmhFMAo7FDYUnOqfesL/qFeMc+Ki0m5MR0rd98hlMTxUJiXTIiW27ciudcPlHoaXJBmqjTaXGm5shkMN+76nq024i2MFx73jjvc+fhTnD13xt3vfIa2ucCWysWFwY0Rbzy7YOXQeLL2rXR2Uq/T+RYbPLlm5mWmlS7d8B7f/5s0Z/XMKuAFknvTZ9oRKzjLkgvDtjfqqU/UXnaWYIVtzalHBlV0PA2B2DlRuqaYR7kmkpm4vsrkpPupFLj7jpGSYX9QX26z9Wy2vd+FoVnbr/m74AiG1XTIdhpdM40xOjYXnnHryVPl6lL0flMcC4YHr8zUBt/2gQ5Crxpx+jiorWdMdwWofaoLc3IcK6JGi5JtcjPXrt2wHWSvtFWD9UEJoCsSw/W0SKuj0PY8cnYzUAvcfz1xcTdAaty8PbC/zFw9SNw5u6nJVBdIbnbi8NiusHZOuA5ruqrYmj7tMDgXKU2Neme9NCDOKoEUL9Ntc/iNxuTe6/2piagdAqWKq5OyejM+qlXdqtChWVSAGAaCtxyPkxavvpMKISoGxvY0j9qgaMeq/s3aBNYkzhsrbVQTe8hvN8zTrAeDtUJzoK2+5bGeCFMZvGNz7ticCctx+SCzPffY0jBngYevL9QK737njkbr8c6VYTPwnH2B87PK6zkytcJz777F09tLuA24L3PLbDi8PPFseYXjL3rG64ekz30d8/I9zAcs37S75J37v0U7L5izxn4OuCuH6Z+laq9dkFJmhaal97s08NbnVHp4gFhAVebU5thsJeeQvoxTIMF6TYPAZqp9oLS1Tr321nTzqjvVyQWp30MQU1uge20PG5XdxrO9GfDBMu8LvjnGaDBbT0qN1782UbNhtx2o1/X0kF0Jkb/d6+29AJ1G0sIi5GMh3lF66HGqtKwRei4N4wxxsCypwJJ1YyItRCoZuzx52XbaHVmzXl/iQ9N1P/aJD7jQladtxSJo1J9XDnJ3cq/u83SshABudJIOeAvWMM+ang2D4zgXLIVqxU+mYxWO0xFrHL73ruT30dnedBEf1uKNx/hCa07mVQy587OdM0yzphqtNo7zpPhpJ5ia64I26x2myrTZDHjrcdGKIdyd68Xkbr+wTLPSOls1zEvSDWJ9H/hbjd670bfW0r/wjsENLClJw2IgGz0YNl7Q9ErFVkVlqyyuJ4m0VdlAOlTihcVGy/FYTs7slLSAxsExLxmTsjLS0EMll8I0TYTaeP69W3Zbz4OHjctfvY+19/VzwFVpvDobrr72dZp12P0DloeGeHzIz1+uzeO1VgY7L9y8eRB2JEssiTNY1051Mj2sMpMB1UkH/NrxKIZ5yW+qkzUO1xvF1tiemyYMiiK7Ld4KoSvDtSZVpS8o3lumaT7VaVpmnPU9OVeG34aU6HWphLvq282pkQu03HAenJeQsVhND9cjJrUxp/SWx/Bv6wUoBH04tn8LfbTE4BiC4eEDCdZqR4veuO2Zl0a9bJjmTjEz0TmByeflpMtZhYTi4OicrWQDuYdBT5wQQtdx+JP5z3Z0hJrN5XScabWcxFnOG6xznG+F3jgelIo6Hyq3nxLLujxstOaZJ62M3jms8cxLEso1BhxaDFalcmuNlAqmFbIt+OiZjkduXFywLFm6oNbYH494axmDmtlz5zIbp0jfFSYP0unkLMVrIhPGyLzMnO92lCKAlsFztT/IOR+CcsKq5BA+ygyZ0kJp4hTVpkickitLS8RxUAx2jNrRds+Srmml8EZolXlOuFA5G3Ysy3L6TH00WO/YRsfD+10bBhhruXXbs6RGeVipxjPP8rBF7wnOM8+JV9J7+d9+6gatNT7y3AM+/smbfXHr/Og6M3/1IUf/XorzhPue67vv5cblS7zvmfuMN5+GJx5Kac78/K99SSpma6WvqZbWep2WgqGQnMN7Kyj9+TnLnIghUmrlOM04Y051mlLG2SbUb59yUU2vk1oM1EIymTCE0zVzLp2hBNf7A97ZU52WUiWLsJ0DnhQphQEXLJtBO7jLhxkfDMuxsL1wnN3yHI+Vea9eX8qJ0Vqi84BlWn4XQOmn6YgPkU203axpeXh/5tYzI9YLolVzIxjHPFXCaKkZ9leNZz/0jt4G8IRB7nDhGZKmWsb2Pk+R3sV0yFXtN7zpgKnebbZdC7OiKZ13UAs1Z6bjQdvhro1wHez96FEP3Ns0DteJ2zcjx+vK7obHR8sbLy18+Ol39JsW4jiSiqTuy/FIM/33boGcJ+IQGVACR8oa/cbgOB6OQlfUIji6fxJMPpCXmZITaZ4oTpyg4LyyyoMn/GbYeZDq2/Z4neA8IXili+QF7yO+FeZppiwzU1O6R3BBcTzW4I0neqvRcUl4r0a/c5VcsjLTO5Q+lYQ3nuAtKR+oKXGcDpTa1C9BD5/XHyzYMGCCoZlGPhR2W3mUhp3AaFcPC8+9690ngV8cB5aU2ZubXKenqa1x/PoZn/t/l963EryrsqXWG1TzNWiNhw3ar3+JRw3+t199b699PWnI5nnhqXee8+zxntg71mKbJZeJOAwMajKSy0KpVcfXwwQOTJZtJvSopZQz23EgNWWnLdMEpuuaXCDlGR8D8TfXPgp0b12H0rs3Q+njMFBSIi0LqUcz1dYwJgob4wz335i5eXfADaqVtwZTkFp7tFy+UanzwJ3dXaaHGeuD0DMc3tI9/LZegJqxGCvpNxiCi9y8MbDZOuZjZbPxLKay32d8spw7w82nNY5+4+p1PvTUB9RYPU7QdyVgTjsn9VYkLnTWnXoxK4ZzHeXirCZptZ60SSlJABdjpBmLczAdtS2NITJsPBe3A9OVtr2788Chj4utM2zPHXeeG3jj8nX9nU5hcsaBsR6cJnspSbXsvWM+zP0LxglKX1tlmWbiqDhkYwytFGrjBCbHNh3bgiKmS06U6v8ZKL1hPToImjWMgxrL3kDq5lgXuo9MRx/1FgxUHUeb0SSrYbHBnn4H5xzTrGQPuyrPU6U2IWFLbeRpBmeJ3vVEECXGGgzRDVzcjmzPNIaOo8M24SJcsDivpnKj8drVq/0hYrQ4ex0NtWMyXJUzTOfaKuSg85Fy6qweHfGslVWnFRmLjVXnrB5Vx7vhDbAP8FbTL7C9TlPPaoNlqcq9r0W6pCFq4WmNlgs41elwVJ2Ms1jne6pJwhiP85ZlEvdJyoZ2crzP08IwvhlKf6r9rPAA01NnG4bWvWXKawtcPOMJwXI8VHZnnmVq8oUVKaLvPBu59/LCw+NDtvaCpWT8ild5C6+39QJkWyPGEcoBg2Hjd9w73KfVTJ4baS6cXTiKN4w3PctcKUcVYJqlHK6tgAmY8rifYLs7WU1edzo+ybinm9h6qZNXo+S6OxLTuOtjOuxdzUUvMWCDjdtRC+wfSpp/3Bd2NzxxYzBbLXT7R4nWDPNRW9naMtjQofS2S40cIVrKkhnGgZYbuS8u0NGl1RHPhh51o/c2r9KBmk/Oc/0lqFcWB/KcCdFjvCGVAkVEvBCE/bg4D6SStcDU0pujBicArH5vnVoxVhL9ZUriMHvHnJKOqEnXsM1wtjuT/id4aqmaVtEIXQkuKH2lVYex4KOuCbD1Z9w7VvYmk5fGfMyc3/BUb4g3vLAT1732x6nXPoMJUOqpTsYqUpnWeu1b9+K1E3p1dezTb3bWh5Rx/UNUP7DW7mmzDhcMNT2uU6qZkjRp9NbhcAy7DqVH0cxznonGg/lNdbJo0R3kK4tDACezaysr5C1I8nAeuzVD+JaUF5x3WHRMXaH0PFGn1hrOeEY3cni0J8RGmhQRfbZ1pGAYLzzTXPp3rpKW1E8DldreOpT+bT2GV3xMLzg97SEYwmiJG8O4tScjXjqW/uU1hAEO7ZGk511MGIbQpyIi/BskrCq19l2Pnoha2HvyqtE/zsrFrf/Gdgk92BXCPs96aqKFaZpnvDfEaIhb8WuMk6AxHQtt0RPWB0OLiUO6PrnVwxCBRpoXSsm01iQ4y1n9JmsxPTdYwC+BrXzw3S4hJIgxgkatFgnbn6g6gorrUmslFQH6bbfkW2OxXqxj35NTrfV9QXx8TR8crgsJU1rkkesYk1TUABcyQmGFxknb4pxIi8EHTKVTEENfxHV9JW8uHfKv78JxmVT7wRI3CtEr6AZLxwxZtY+DYTLXlFZOVo8wCCtSSjn1Pwxr8mztNIO1vp0BbSWDsGvtDSdpBPTFq1XSvJCLFjTv3ZvqBJz+O9XJdNOvplwWo0Z1eFwnYyAtC7loR7mC/nMfSPQWpH4373BGY3HTF0+DQPpiYTdC0A5qrX2pOv4pPCAxREPYWMJoGUbbAycbeRLBEpSSelUenHAh3itc4a283tYLkLHKgKJPmjZhR14q075wuFLR570+WO8gVcMYLedD4Jvf+c2nxSMETV+csaexemsrIL2nIfRsKA2kusrwpHw2fWfUv1SY7k+TQtp5T8kFiqZ2Z+O5EjsrPHxNcv+yFKbDjLeN5rRQnA2Wb3rnBxjDRuLCDpAPzuF9ZzTn2vlD+XRUW71ZOZfT4ryaVb13EhH2L/gw6Jre2dNNUXNRUkLpDuvVte36NdFSrJ2BKHxDjH0XoR2U66RB17/4JRVt/2vuPR6JIhXTXE8+otXhb/s1161G8D0O2Rhd1zlyrz3ALp6Rug7o+qHY2+mQSEuvfTNEb9hFy4ff9WEB861TJFBfVFa8LN2yUp7I/1oXupX/1Ppkas0Gs8Y9Ufuet953e7XIyZ9zOdXJOY/kPqYnk+q7tQLqfdd8rZ/pWnvfa9+aal967U96sP5Azelxr1IsZ+3mY3hcp2EQjWAVtYKhJiFrggt4RkquXD/MLEf9++P1IkpkMCwZtoPjztkZ7336fap9j6xev0u/3evtvQA1w+F6z/X1gZoKH3z2m7HO4qLBDRp55twoqZES2H7DTpeBrb3gcD1pYWmNZU59iqH439Iz1q11WKcn+SqXb01Rxs3o2JZSpqyLlbVygGMUx2s1FVjmhXleePjgEe975n1shzMddzbqY1lQXllTmkP0hvuvZs7tbdKxM42tVbOwafJRUlHqaq04PzCOGwkFm8bLpSRyST19wjBNM0uStUIWku6eTgu1NLCOVuCwP+hI5SPjuCXl1AVxVdcrSU9c23+vZWEpkhCsjmwREQvGeUwz7K+vNWr3A3HY0Ggsy6xjQb/minvNqXCcJpZ+9DXGgrW0UkgpQbcjHPcHDoeJ+TjxoXd8WIzkvgO2TsK5tFRFLPcj9vV9y5m7yeF6Vp1aY5kXVplASYLJnRaWHsXckFBwXZhOkoqUTv9uVW4bjBJgjRI6VtSvuM6RcdxwPB5orfXFI2v30Xfax6MihJbO1anQ7TPSsGGkvzoeDsp767WfF2FXS6nkmsh5IVexk+ZpYUlJx+m+2BnryEtSH63ryvb7PQ8fXrGJA+996v3qDw0GGxVtvcx6QOQZvIHpkGnHLbFtOBwmHWFLUQLKW3i9rXtAw3bEGAdl4Stf+g0+8f7fz3ge+LXXPsfX9l/uOVMdsm0AExjyHb75+Q/y7PldfuUXfuPko9GWOcuK0AmBa1PZGrm762lrrSC34L16RfRdkeupmW3lrFhynolDwAVPjAMvf+01PnL+PN/3+/4Ev/T6Z/nC9S9iQyEvlbgJDN4xHSvb4Snu3LjDt7//2/jyr32VnDNznfr2PONCxMVASRFrYJlnonOC0tdGCBYLHI8T4zgqFqg/DbVQQCmJsii5ovVAwWEzYr3HG8M8TwTnGbpYzXqLDR2gHgLNtn5NLcbWdu9WXRfvSqmJcaOEUGfo13SPo3VaxQ9qHJta8J2yqIa1QPg5y3RrmnZ2JS2Mux3Ge1pOfOVLX+ZjH/wIdmx88fXP85X9F/qOpmFjJFhLyYah3OV973wP77v7br70ua9Aa+TVa9UERHtykilQGwTv++KhXU7JpVP/1Ohfg/xalUJ8XYxKkX3HBS+vFTKmBmefqFPE0JiOM5txQ67lVCfjNMk1pTIvXWvUKsY6xs2ICwEHLPNEdJ5x6OEBQaD743ESHYH6uE62db9Wgv4+TVMvdNiMWKdMspe/+lX+7d/zPfzsK7f54iufI5lXaQ3i4InBQIGt32GmG3zsA9/GUBwvvfgaOXe9mHtrR7C39QI0HSd8CMzzxAsvvs5uN3Ln4gbh6e/Atcgj8zI3x4GHV0e2IRDsTf7wh/5Nnr/1Tl788ou88PIlYbwJTTcsyF3damM1c3mnL6Q1BofpGeH6YlonKp3id/q2uKui5eiWUXOeFwkEDXz165dcnAWeev9tPnjnQ+Sp8tryFcYLx+X9xOgdyUx84vl/g/fdfh7myi9+6TdwbkM7Qem181glAKXUE5g82qgeUGfNWKeJ0mYzasxLV28niQmd9TjbwEgdq34FpFIZNpFaqoIHe4M69VgXnGEcxhOU3rtAK0Ux0S5gjG7Y5frAcRLsfKniEGP19DVN6IfCGvMDwxBxTvFCwUdF8dSinpBpBO84XB+FBSmFlBNffXFmtxu4feeCjz79e6AYLttL3NoMPLw8sg2RUiLf9cH/O++59S5ee+lVvvziPeJwE4Dg7OkoVFeBKuplnI5ZZq29IomNtQTnWZal99a0aFjXxYH9zLbqy7Qrqmx2o0ylv1WdvGHr5b0z3RZUltKh9B7v1Nyfp4VktMNYSmWzHSi5vLn2XUKAM2yHkeNx6Q57S02F0umYOn4aDvsDtU601ni03/Pii6+z3W14+vwuof5efv3+rzL5+1yEyGE54oPhuc038/s/9EmePX+aX/ncF7l3OeOHCynjx/iW7uFvaAH6oR/6IX7oh36Ir3zlKwB8y7d8C3/2z/5Z/q1/69/SgjBN/Gf/2X/GX/krf4V5nvnUpz7Fn//zf55nnnnmdI0XXniBT3/60/zET/wEZ2dnfP/3fz8/+IM/+JhL8g28nDUE7/D+jK++co85fZX3vfs2T58/xfve+++R3BW3tre4mi/x3vHa9WuYy8I//fLn+forV0zZcsPJfJeXRVoNDM2trWZNMHLWGXsFkrUGzoWuCbKdXQOtGy7XnkEthSF6vBV0vWI4zIGf/+WX+ZYlc3Gx5V9+5o/QYuZ8O/ZGdeX+8hpcjXz9i1/n5dcuuX9VGbfqC5S8YKCPoun2CJSQ2XTM8tFRF03thrgRU2dJWNff07BlXhboN7SOl5UxxtOovHl5pKppLNOMC7omTakazgvmrtNmZRwkUGy1EoKg9CVlPZVbo1nJJqK1mJ56YZ0RYKuCRQEDab2hbWWIgTmhaKPebC1LYjP0HZlVnNLL9x6wfO5FPvieO9w6v8V3P/9HSe6a27ubXC9XeOd5bf8y7qrxKy/8Cl975RGHxXGxkfpYqBPV0Jh1vKWJZ+6EQGuNvGJN2htan5zZtfGr5rPtx+9WC8F7gluDEg14JAYt/KY6NcZhAzRqTlhvoFZi3LAk8YMe16kxRN+hbgLIBxcwuH+m9iEMOGcUZGClPh/HDdM806iE4Hs+W3lcJ2B3ccGvfvkN5lR4xzM3eO/F+/jIB76N6vZcjDd4ND8E23hwdUl6feLnf/VzfO2VK5bq2IROTZh+B4SI73rXu/jv//v/nm/6pm+itcZf+kt/iT/6R/8oP//zP8+3fMu38Kf+1J/ib/yNv8GP/MiPcOPGDX7gB36AP/bH/hj/6B/9I0BbwO/5nu/h2Wef5ad+6qd4+eWX+RN/4k8QQuC/++/+u2/krQBqAKeU2W23PPXUM7z06ktA5ek7M/6NhwC8zBunnzfAy9evcu/hkevJcOv2LQWo9S136baOWmp/4q4GUk2aVje7tea0TRfGuFJKb0b38LfabQK5NkqXyccwcPvmLe4/eMAXv/wqzz19g/PLPQ14+YnfywBzOnLv4ZFX7h25c+cpmkHQsbX5YNd8eMc4DORcKWVhsx11NCitG0p74kfUCL+UwjwJSo+1JxwEEj7LTlJhu9loglQWhg6lT4tuVNORDmFN/CiF+XgAY4lBAXm6CevJfV1yYbfbaSeUFkJU8ucyiVKpCJrS0SpW15yONITJXX/3NQARWofSb3nqqad59dWXMeZ1nr0zE+5dAvDKk7U38Mr+Ne5fTjy4Kty5e6dnmPWE1/I44913P5TqXU/c8VPtkRLee4kPazMYarcztNNRbK29kL2eGCK5M3u2u43itWmniOu8JEVbl6KdX1OdmuU31cn0hFWjNItSyXlhsx1OU0bnep3mRAzr7lx1stZh/Fqnvqtb61Qqu+2WcOdpfv3Fl0kp89TtGfPqvf5Jvnb6jjbgxctLXr9/pNmR8/Mzlr7w5FUy8Nu8TFvNS/+Cr9u3b/M//A//A9/3fd/HU089xQ//8A/zfd/3fQD86q/+Kh/5yEf46Z/+aT7xiU/wN//m3+Tf+Xf+HV566aXTruh/+V/+F/70n/7TvP7668T4W2/b5nl+XADg0aNHvPvd7+Y//o8/LZhS0H9Xc+Y4H7v1oZ2c63bt6SBcqkGpAMM4ME1Th517/sB3/iLnF1oQVuHhuuV2TpOsdeFp61iWdSJCX4B6AFz3i/3Tf/pNvPzyXTnqfRBXJ2VSWjrnWR9/TtJ6uG5VMBa8G7DWEaPojPM86ctDh7QjPGwIQmAagyDkRdfNKVFNw3WTbTP1FNGs8avneDh0fYvGxo2GsZqUaQIo6T9NkPSSk8Lz+khakyvZKkKQqvywP5zG8+vNqMWp41xr7yc5mSRLSbJpQDdCauEvnWEdx8jxcKQ1HQdbbwI3I/uAtVBSZpq1q9LvWHovpteoNfX30NQzDoLBlyJz5+c/93EeXt4GtOtdezrGqPaPJ6OPqZGYxw8iQxcztp6AYizvff4LPPeOr1BpeBfwwVFTwViFaqak9NqS85vrhKZma46atZZpOqpOuJPI0Nle+6La+xj039Uq2oGp/Zr6rFqfxvng8TFwPPQ6Gf+49kag/NZxLMfpcIptLr1R7p64n3yImGYJMahO+yNQybny//yf/2cuLy+5uLj4564f/8I9oFIKP/IjP8J+v+eTn/wkn/3sZ0kp8V3f9V2nn/nwhz/M888/f1qAfvqnf5pv/dZvfdOR7FOf+hSf/vSn+fznP893fMd3/JZ/1w/+4A/yX/1X/9U/8+9XhOc864lqrGUcRkIY1ACumm5YI42LBs/ydUn2L3vCevO33reoVbugdUxaS8V0pZYxOoZY47qhcp0o6DOxhi5CazQrdXAcYkeR1hNoyxdPGLY0DMYq312pBRIg1qbz+jzPmuIYTdWy0Y0eQ5ACvPcEYnTUVMkmQafn0TLRD9QsTEaraqbnMp/g77UbMkPUiJduQZmmmWHwEpq1jHVaPHNLRDfocys6PnjrKKYqYM/oxs21yJ/VFwn5uBbiICiXgGa294AywXgMhpSTwGjW0VzrJtV+TM65izAbQxw7ATLhgwR9Q4zEONKMobYsqYF1pLScat9aY1kkiGxdCFlBu1znHksvWofAlaqarxqbnkwhJIseP5I8iKWs3VGjmEKl9kSS/vfOSz+eFrLR7+K8oyBgWcmJWsUl994zzRMm9YdaLmRTCIGeKqtj4jTPOpLlSl4Sxnqs16AiuvHNdTrVXtquVoqCJKNG997KET9NM3EQGne72eJ9xDrLnGVcNa2Rck//7Q3tN91PZbX7/vavb3gM/0u/9EucnZ0xDAP/0X/0H/HX/tpf46Mf/SivvPIKMUZu3rz5pp9/5plneOWVVwB45ZVX3rT4rH++/tk/7/Vn/syf4fLy8vTPiy++CHQdUMmCxxdtSUtZI20LpkvfWwdhlZwEX+qudo0wI8Mw0lZrRVexKrJE12x9tTc9mdI6d9qD6u9ene5GQi4jkR59EkYXMdZWKX0hrK31EalEXyLRaceV8kJeko4bxul4YAybcexRweqnrOTA3ONuKpB6vyLnrB6ANact+qoZMR0aVlpj7AB5xWmssdWZUpQZXkFjaautvffxpN2pJcublJJ6IE1N6iEO4kwXTWys00SoFMH7W4fXa/eU1cvxXgt6FQN5mWe6FI8lSy29gv6NdY9r30p3geuzr0bHs4ZinOn+rJJTv6aEeKI8BoH++3dn3dGAFiH6hKv2Q4L6TsJq6Mjea984fabS8KycZdk9jNH3JPeFsDZIvfa5FEIYTj2mnBf1z2rB9ISSNTzAGtuV1xbrREMoOekh2EyvkwIIQq9TyQoiqFkIWO101RoYhhHvdH+oTqbXKXUKqCEXfQ65ZLwNiqQukmTUkjuPWhPNpRRiHLSDKr9DUPpv/uZv5hd+4Rf4x//4H/PpT3+a7//+7+eXf/mXv9HLfEOvYRi4uLh40z/QUwFq07SmFmWZh8jgo3QmcyKnzDDoQ7FGPivblcwlZ3mOHI+3trWeLBgYFdNYc5Ky64MvPZNMX7R1m39KdlifliK16AZpAqi76DkeDwKlj9sTP2iZZ0yDs7MzwdajvugrRHwd87s+Mq9NYjtnjba+R1ELd+OWE5j8OFFL4fz8XADzlffTjYy1FIyXiLL2UewKkB82g9JLa2EcNti+GMzHiZIzZ2c7nLEnJo3rxtias7xVtic6GCnJqY1xK9d7Tp3D7bx6W9OsdM7NhuC9/GVOC8VaJ9tTSbTy18e1HwINyRC8D4K9N+0G8pIIITAOA4aOF+m1b/1mVRO5174vVqvSOeesaZeXf7B1tbRwqPHxA4ZuyaFPT+3jpnSpvfbOEoag2ht6nbQzmqcZSuX8/Fy1D452qr12qTjZeVptFHJX3kMcI/PxSG2Fzbjt7XNJJWrOnJ+fKQzT66EpYWhPv+j+R/3apUsPVPu0LJScGIdR0DOjIVPJid12R7AdtmfNScBbcsZ47UbfamPnGz6CxRj54Ac/CMDHP/5xfu7nfo7/6X/6n/j3//1/n2VZePjw4Zt2Qa+++irPPqsY5GeffZaf/dmffdP1Xn311dOffcMv8zhWuZZGGAZKrTq21EzooqjD/rrvRCzOeFJKjGNgmTXh8SESx4hzG2oXGeZUqQV8iORMD2ADiye3JnOhMbSmo8Oy+sBqY5mldMV4xmGHD4HcErU+BpOXUpjnRd6cvgDM88S8zD0VoT8d+6h8XiYcG1wMBGux3qmBTs/bGtR8XpZMrgvGWJwx5JS4SgvW+zdB6VfYeTEOGzzBBEIQCN5Yo5hfF/oirOhmMYEcJSceXS2Yrhw2RlljwxCZjkfyLCj94Ad5wHoOvRrJSvEotTIvc/eoeUrJXF9fdTGfwdl4gtLPU+3x0EGg+xi1g3BWu8WsKKBT7UsSLK1Wjoc9WN0U1ijzfIiBnCQOjHEgjpFh8Exzo9q+EGUB0VqV2togJ7gWoiwmcof+tVqUeNKg1EXShgjbcVDjOYkiMD1R+2VJpKzEFQssaWZJc/cLSk/mbCOGIOqDGXHR403EBX86Rk3zTAwDDTrpUIJabxXx8+hqkZix9ub+m6D0Elp671Wn9LhO1nroyvdaMoVG6BPhq/RIdaoGaz05J9V+mkjTou/T8Dswhv+tXrUX/eMf/zghBH78x3+c7/3e7wXgC1/4Ai+88AKf/OQnAfjkJz/Jf/vf/re89tprPP300wD82I/9GBcXF3z0ox/9hv9uOXYdplqKbVBkb5irFLWHaVb/ZUnyxVjhI7y36vtAv4kKxlo+908/ig30PkxjYdIeJlk19JxjmWSWzGXu3qdGLQZH6BOQbpp0FmMzpl1gjcPagnGGYHQsaGbmMNd+1p9xUQroZjMuQisSUBY7Q1IzulBpNRH8iEGLg4uW2DU1zU5MS8V5jbONK1AcpS34Qc9G2zzNZnIOWOcEui8Tboi0FnWEiI7iCrYaChNLLljbLQVtwdsoBMRgtPuuDhOFQjUdSl/rgo2OWpTYKeFegeqozFAdpeoJn/ORGAbdgAGMb/x/2ju3GMuus87/1mXfzjl1Tl26q7sdu+PEGAVPMDMJhBhGQiNMopB5APGIEA8RKMFBCUEIRULiMREazQUG8UZ4Aks8II1QBLIcHAnJKImDhXPBhDi+xO7u6rqc+76s2zx8u6q7jQGbGdLu5PylanXXObV61/rOXnvv9X3f75+CNHC6IJbPKEVIDquRTv2+Fw0CaEtMYlBYd5J0qLs1eSHwfJUldJaIXmMyg0s1YPumY/Eru//7vwZK8BRRdXgvG+0hOZIXNEjXdWSFxrcJbB8nr9BYknLgxTZHWwPaMawyadFQ4hr7WrFvuw5tI8kponKYXJECaGOJ2pN83u+TJVJsMKUhaCdd8lqRaYtOsj/YxjU6g+hkD8yorG/2tWACKhiwoa+E72PvPbYoiEHu4oRgKf1tyQc8jtMnPzEkkKJRa2WPKEZxE/ZOUK5oORaj1Wues6/WG1qAPvnJT/KBD3yAy5cvs1gs+OM//mOeeOIJ/vIv/5LJZMKHPvQhPvGJT7C7u8t4POZXf/VXeeihh3jve98LwPve9z4eeOABfuEXfoHf+Z3f4erVq/zWb/0WjzzyCEVRvJFDASA64Y/4GCSDosW21nlHlZdQyAavNtLv0rpWcA/GCJC7dzklJqJPzOZKrnq5R2m4OvoyFycXyP2IGBtcVIz1DirzROVYNnPmHJGpEanLecf+f0ApmDdLovI8t/ga928/wFZecLSccuhewvua7eJuOr1gi/OM7ITnTr6FKhou2rdzGL9FZxaoruL+4X9iml3lvLqP1juWbs6V+psMBhd5y+g+Xp4e4fScZX2NLXOBIndM9AVKM+T5k2+RspqL+fdxxX2DmLWYWHKXvY8mP+K8fTspKq6vDljGQ7RS3LfzQ7wyO8JmkRfm/0CltpkMK4ZqF0vOlcW3CbrmfHkPB+3z6FyaUwd+l3Jg2ckvoGPOlflVsB0n7TW+/9x7OVxNySx8Y/p35Aw5v3UeS4GKlnW7Yu3njMoxKzdDFYGgWqhL7h5fxuaGIo44WByQ5YrnF1/nh84/ROM8IXV8c/53qGS5a/RWQurQscCSc7i+SlbCIAzoshmtnhPXBfdPfog6WzBOlzhZn6Bt4h9nf8cDe+8iNyMW9YyXm2+gvGd/8FY6FlRpm5Gd8MLsm6iiZUffw5SX6Myc1FT8wNa7mGavcI63se4a2tjwwvLr7I7fxrnBPVybHbNI13HtlFF2iWhrxuoCQ7vFc8fPQVFz0d7PtfANgq3RvuKt5QMssuvsm/vwPnLSHHPkvs2cY0bVFtQVl7YuowtNGUdcm14lKzTPL76GCRWjcozznrdXb2PVrjhK32Kgt2nMjMWiRZ/ss60v0q36RtTkpJXl1MstJbI8p2vlYpxnWV/fJuUdKOii+LtpY8R11+i+/EQSG69HbygN/6EPfYjHH3+cK1euMJlMePDBB/nN3/xNfuqnfgq4UYj4J3/yJ7cUIt78ePXCCy/wkY98hCeeeILhcMgv/uIv8ulPf/oNFSLO53Mmkwkf/9ivkefmRlOo1pK56lPE9Xp9xjc+bSS1WhPRdG17BnfXWvaFXPBkRc784hexW3Oef+mYtvZcvFTiukDdRHYnIxrXMps59s+XbFcj/uGlQ7RR7O7nYBVuFVjOpON5/64hddMwPXLEkLjvrROun6yYTj1VpZkMBqy6mq4O7J0veOXlmqQUky1LWA4wk5Z8pEg+MTt2pABvuXtMHRqmhw7vIm+9NKb2DdeudeSZYmc8oEsd85OO/YsF1w86OpcYb1niusIMHcVY9san1+Vqf/elMa3umB91dG1kf2dIPoi8+GKN0Yrd7RJM4vh6zbn9nMUisFh4hkOLCQXKQrkd0FYxO3K4NrK/NyJVgdW0o15HtqqCc/uW5761JEXY2cnJbcbh0ZLxxBKj4vB6SzWwlDYnxYx8u8MUmvWJo6kjk1FJsa1ZLzqWc09mDPdeHvDcC0tcFxlPLFVWcjJfkueasjRceaUhLwyjQUZsKrKdGlsZ2qVntQgU1rJ7saSuW5njCN9375iXry1ZLsVfbKusmDdrko9s7xS8/O0abTTjLUtYDbDbNdlQE9vIfOpRSXHpLSNq1zI97PAu8fZ7JszWaw4PHUWu2RlV1LFlPXecv1By9UpDiDAe97EftxQj6VebHorR5oWdEYfTFVWWk0JGvtPPz9TRrCOTYcHOOcPzL67Z2jKUquDgaIkxsDXJODl2+AgX94dM1N0MrzxICOC9bIafol5d8NhMmNSqT6LUdU1mDURF6jPEWili0ri2Ic+zvoRFFrX/+b9+919Nw/8/1wHdDp0tQB//NSnE6mFXIdI7JshiI+hNKRazVmpZVIwomwN9+l1JWrM8fQa+cJXV5FkWbkqzFDM776QCNhnIjUz6eiUdwZlVtF3AVoYyU0K2ayRrtJ4HJjuSLg8p0SxCD7RKFLnGu0RZaRoX+2pgkMZzhS10X3wYKXLdZ+ZkzK1xhtLQ+YhrJNvXucRwoFmvAuOJpW6FRyN3hmBPNwwzRdcljAZroQuJbh0oSyv2NW2UgkWn6Fxia2RYzD3buxlN27N/ZZ8dawUhUlSarpOrZlVq6i4SOwG3DUaGdRPQJNp1wkcYVDeO0/mECwnV82gyK24Y1cjQdRHvE6OhjKFSwrWJ8XZG096Y44QizxTeJ8pSGkK7kFChP85MEQNUI41zic4lRgND00nhY72ITHbFa/50jk/bK2yPtskyTeMFPKaVYHWJkA80MUqcqlKfZY3W88B4WzavfUi0q9D3BiYGpaZuIqORoe5eFXslMVJa0blIZgSQ52OiWQaKQkwGX2t+NIm2FnZzVWqKQvZ+apdIQeqxtZG5yErN3ugcF/K3MfvqJVTKOEvtptiXDpyynxMk2RcU5IbUEqXQQ/tMBirSNrKHdbrH9t/++//496sDenNIJkApg9IR29f4RCUZg0E1EAdJBOAV+87ryWBA508hY72PF3B0dMxddzUcL45ZrgJZqRmUmrKCxSwwmVhcE+ki2IEEGJ9IjaJbRtYxkQ8MzSIwHEm6tekSi5mnLORkzSvNsNSELpHyRNcmdnczplNPYRW20iyXkXoRsEbYK02bCG2kqqQkoPOJ5dKT9YuKzRSjLUOGwhtF3SZ2djIWywA+UU0Mq1WkayOsBUq/7BKkJI2FCLh/cSLIkLxQoGCwa6kyRYcsaJOxoXWJdhkYbVvqJtK1ifrYU5aaxSKwzqWGRpJEiZO5x60j1VC6uqtty6jUeAVtSAwrTakVy6lna2xpfcI3keMjx2CgWcw8rUvENgrfKcJ8FajngcFIsi3VtmVYauYLT9CKDNjeMsyOPaMtg1ewXkWOj7wsfvMgC986MujjtG4jy2mgGkicyqHcPbV1ICgIXR+nY09VKnTex2kq5odtE2mdgLuG/RitSyzmniKTNHmRK6qJRQWhHTT9mPOZxwD5yLBcRepVPOOcryNEn84+P0mBV9wyP51L+DZSDW7MBz7hNXRNYrhlaNeBqjSoTLFYRtbriO8OsDuWUI/Ii12gh9b1Dao63WxIkFFVldT/9HVSISVS9IwHA7FWojeC6LsJXo/u6AUoy6w4bEYpg49oYnR4H3FJAOo+ePFTyizOebJiwGK9xijh6pj+jqRpWtbrJZfGd/H3r3wZhdw1zE48KkDTBhYLhyax/5aK2SzSrr102WeKUIujZ6ahSYmopLkwelkkAwqVKbp1oO3dWquRYdV5nv/HFm0kG1IMpR4jyxTNSor5cqtoWhmDTBFcxChFiMJCdm2k6xJWgy01kcS3vrHE5BaCnAhRQVlollOPKiDPFb6TEhida7yLWK1oO+ERhTbi5wGvQVm5w3jhmytMLsgOHwVvNBhoFqsk3fyF3B12PcaUTtoV2gixzyC1y4BfBaKC0dDwyktrsWOOEEIiAIOhoYuJro5khSYz/YmolVQVJ8lKRsn/0y4D3VKK37bGmsNXmjMGd9dElFWUA0NQ0NYRmysyo2hjIgoISk6cBAGNyhLtKtL2ppDDLcNs3XF81KKMYb2ArDTYXIn7bh3RVu6GXYKgNMomiROKkBQ6k/+7bRJaQzHQhBAlTplFRShbqYDPc0W9kOPMM0XnEyH1n582kldGoP/9/FgDXbgxP+0y4F1i/1JOu/Bce1ncZdtCo6xA28pCsV4GxufPs9BSfZ1b2xeopr6uqa8hCglHICvFh340GEiaXQUUlvlyKSYHNkMrje/twl+P7ugFqG0lhW77qtbYt1oYwxkPR/eFWSlGfArkWmxNrLW9kaCSbImXto2mbQmnHcWNpyykOXE4MSzmgZDEomRrYljMgtRBh8S5C1IGv7uTcU2LBdDRgWdvPycvFFmmOT4U+BgG9s7nLFZiz6yt4dz5nLoO5LmmWTuSMWQDsVu5uJ9xMlPkueboesf4nHi2xwSrhceFhE+JvbsKlqtAQKFzy+5eRttG8kLTrByug2wgt9T7exltF0lKsZg5ykIzGlu5MvrEykd8VOxcymk6yXDpwjLeEmi9tYq28bi2X/RUYnecYayiaeVuKyjY3884yQVwPl14Aordc5lsYjoZs8w1RdljTkLEtwGdSTZtXGrGE8usEGubxdpzYb/EWEXRz7FHGNpbA3HpVLkhSzDZsXStIEN840laow2URrF/PufQ9nO68LzlUkGWncatEyOhXLO3l7FaB7CSlds7n9Os5cLQ1h60wVSCPrm4n3OUOYpCc3jQsn+xoB0IqmM+lT2coOBiH/ugFTqz7J3PaGqJU71yBAy2ks3gC+dzFsuAsYrpsZAkfRNQmQYNW6Vme2KZ5pL5nS09ISn2zmfU60hQihgV5y9kBN/bXvex9Skxna7RMeLbBmIh55ASxw1lNEZlZFaKQYP3WKMla6vF1y03ghq2xogzjJa0PnXzus7hOxpIJq6oQdoMSGd9Nbqn5knRmKBaOy92I8oqSVkHL6hNrWnbjqSl+NCEnGYlJe9Nm2jWcuufFdJfVlUG76RPSRtBVMQI9dLTucjxQnAeh1c7isqwWItt7cl1qa/JK4PWsF47fBcoB73Nj4LxjqVpAl0nxodKKdZ14GQuV6Hjgw5jFbVLtF1kNXOywFSGvNAsl47gggCklDxyjncszkW6TvaMbKZo6sh04Wi7yPLE4R0EpViuA10TmE89xcBQDTWLpSO4eGN/JiaGY9MXeibqNlIUmqaOzJaOdR1o14HVImByzWwZiD5ydNBRjmTM1doLcTFGilL2NIqhxuaatk7UdaQo5Wq/WHnmy0DoIseHHcXAMl1Kbc71KzLH5VDTdYHOyVc1kMXMZJpqpGnqQNNIy4FzidXac7LwECRO5dAwWwViSBxd6+TOYyB9XXXjcV2gGpqzht2tbUuzjnQtZynq1TpwMnekfsy8MKzaROci82NHCJBXBpvBaiWxL8rTrQGJfddGXCf7PcYq6jpyMpc7+tmR6z8n4nlXlOIjt1x5ZstAcJHj6/K7VEON85HVygnuV8keZjEwNG1ktYq40PcFNrL3Y63wrmL0SEF3knKU3mRTvMgCaHGjcUH2T5VVwv4OXsoFUpILvnp9W8t39B2Q1Qab5YTOk5QSPovz+BQIThwaNIqqqPoPpCEGaeIMPmBtRkR6opTcU7I72qU91gTfUY2s7DnMPPU6sLVtyHLF8VW5mg2HsjcyGGfUbaKbe3znKAZydUFprr8itS0JxbA0hC5ijeLoukerxFArdi5kLJcOtdLEIBvp0SVW05ai0sxOfF8xrRhVmuODTqparVyxXRsoSsP02KFTohwltvcz2jqwPhT/b2Nk03R2vcNYaGpN10iFcVFq5scOHxJFIdAx38niMJ1K1W1earZ2M3wXOTp0ZLZnYgOzo06Or9IcHnRkuYyxXnraw0RRydU6+oTNNMtFkEeMTLG1m8uJf70jz3v2klYsTzzOBYrtjIMrrZysRgiH00NHUSlCvyKoBNGJu6xWifFezngv4/io75ELUgHfLD1tLftX16905DkEgJQ4eLkly+WxNjdaDPiAowMZc2tHHFXmM+l5CkH20lwTadaeamQ4vi41MyEmSq05vNrKRUorqsrgukCeaY4PPZrEYAw7FzLqVRBHlChjJp+YzVqyQrNaBJwTnlA1lDo0rRWrqafrbp0fjMRNAbNFJAW5c9o+b5nNbsxFDInUJNYHmrsfvJuDa317h9ZomxO60GNVhYnue8qi6emWg2pATEIJiDES+kVL903S6ZQV8nrO4X+XleE7pLZpKYeDM0B87EvbVRJ3ycJkwutRyD6RNmgFrmtQRipyY19RmmWWECKujrx1916ePfwa9VI+WGU0zA/F3qRrIs06ELxkj9bzwLm3pP6DB/nQUi87dKaZHjTCCELSRovjwOzYsbMnYHmPYjV3jCYZs+sdVWXJS8Xs2DGYZORD2eSOKtG10jqwOPY0baIcGro24DvF/MgxHFtxfvWJuPDYTDM/cpAU423DfOoELj7UKBfpWrkD8R58Jwzt0W5GvXYYqzk5dthCszW2rDvZjMxyTb30rJdJbvGXchUsx9K02q4CykBTCw5iPfOMzhWslx0mMxxd6fABds9nNF0kBIVdelJIzA895y7kdE3AdYnRXoYyimblsbk+G2N51FFtZ6xX7myOV6vIuQs5vpViz/XckxWa+fWOnXNCB1ifBLbO5+QDTbcOmEz3YxiOrzpMaWgb+fn5kWd+Etjbz6QZVylWM8dgLHEabWVoC7Mjx2hX4hS6CEb83pRRzA5bXECKNT0EF5gdOsY74m3vYmI1l8rj+WGHtYbhlmZ64ihG3/zC8gAAEeZJREFUhnxoUD7iXMQ7yayFaWBx7Ckqw+hcRq5fY36uOzqXqAaagCIpx9ZOxvzQsbsnULXZYUskcf+5d/ADb/l+XnzmGbQVDlFelmL/c9P5BKfnk2BZtJIeRK0VREMX5P/O8oy294uz9vU9XN3RC5Cxhq7t0Em8xGMKYlucZfgU8D5irOrtaKSBLi9KihB6m18lTo5aE6Pn3N4eX/3ay/zX//x+7rnyFv7Pk39BO9dkozXJW17+h4auc7Ln4SPjcgJmxdUXG8qioBpmuLZFtUMOZzMSia1tS6YGzOdrvPdsb02Ii4JOr6h9TQqK6XXHqNzCuxWhLUhBce2lFcPtgtLmdLFBdxWz+YoQxJlSR0uz1KzbmmFVYZsJXVez6OaopJkddYwH20SzZHGsIBiOrtYUQ8uoHNDGNcrnrBeetmspBpp6pgnrnPl6QZ5Zxtl52tmaRTPFGM38uGNrMMHoNbPjDhVyZvMly6VjMhrRphq8xq8yFvVSuqxnHaoZcLSYoY3i0vZdtMc1i/YEY2XMYTUiM5H5SYsJFevlgtXKsT0Z4VJLDAHqiqPlDG2Rvig35PpsCgou7VykPXas/AylE/PjjjIvyGzOetmhQ0XXLrn6/IrtnUGPo+3QbT+GlkcgG4fMZuKYsTfew001DUtc6oge7KFnkA/ouhpdl0TfcfWFFVs7pRg5xhbdDZjOFsQUGY4NuIrVoqNzHVvDEWo1pDNrVm4FUTE9dIyrCUkvWZ5kEBSHL9dU44xBXtLGGu1KFvNG2kgqTb2Sx6vt7dP58ah6IPNjFJcmd/HK4cvYgWJ6ELj6gqLKK641K6K3rBee77/77bzvgf/Cc89eo3WKrUJY5l3nMAl8z5XOrTQrmxjwnRfXk74CWmlBrJQhCs8bRZHlkjWz3wNI1hQS9WqNtYbBYERIgRQC63rddxp7UImk+s7rEKVpMybhmhgj2akeDzEYbnFw7Qrf+PoV/uM7HkS9RzMaDlg0C3ETCNC6VuxKypy96hwLP6VtPCoUjCcFbVpRscPhyXWKocZYTWXGTKcLdO45P9knTyVrNWNeL1BAVlhGZsK0PmaYDXGp4/rhmrLM2CoGOLOmUhOOpzNMEclyTW4qmkXEsWZ7vMVOfp5VmnNSH6Gi1BFNsj2O60NyVZBnmquHC5RW7FYTWrOk0ANWc0fUDXllMNpCU7Jqp4zGJZdGl1n6OUf1AZyNucusOSYFxWQ44urRCa5L7G1t05klVmeEdU7tZhQjYSznfsLJ8pDBluXy5D6W7YLj7kCgaZlilE+oXU3XdextbXNtesx6GdibTIhaDPmsGzNbHVFuCatnwC6H0wOKkeby9tuo24Z5PMQ52dsr8wqVNKtmye5oh+PlCbOpY3s8wtpE0I4y7nI0O6AcGbRVDPQ2RycnZGXi4vYlCJoVU9aN+M5lhWWgR0zrKeNyi9qtODxqGQ0LqqzAm5qKbY6mx2SVOPWWZshi3pJ0y95kl6EZs2bOtJ6iIjfitD6kNBXKRA6ur7C5ZrvcotUrKr3FbLYC6yhKg3OR1TKwNxkTdUvSicxNmK0OqbYyLk/ezreOvsmyWWKj0Cu3yi2W7ZIqL3Gd561793D8SsMzX3+JrJygjJAMm7Yls5ZqOMTEnpgYw1mjtg5KkhxG4zovNWM9GxslWbbYdbju9UHp7+hCxE984hOAxijovOsdPGUvR6BZYp8cozTROtf1TamAhtwKVlVHhY++v0OquHbtKucnORfObwlTpi9s5KY/pXpGnf07hIjqweynxoRwSuI4/QdnVdvSLX/aQX3jRcUN65+YhDZ0OubpeIIMuWl8elLg2WvyDK56cuPpccYennXKsLl5jLOf41UWNNwY558fUxhIuu+07oEArz3mLeNw483c8Fw7w1/0G6BK6TNvttc15qs2IG6Z0x6Zq/WNMW+ee87GlD/Uq2L/mnGK6ZbY3zynt/zYa8WJG39/o3E6/V7ssTH6VXGK8cbvd3qsp3FqWs+3vn3CYDgWWiaKvChpW4fV4gKbGdsjaMS/TSWEf66tOMV4ybwJ41tJ83dvHlA3a/737//Bd3choqThM0JKPVohnZm6KSAqQUsYE8mLHJtl1HUtPlch0UYv1roa8qygqRt5TNre4erREd8+WJLnVipClRTSpR5jEYOnLCtQmnpd917wp5RCaf/QWkrcT09QEDxNXmbEEM8QH6n/EHnXCfdFCyBe95ZBEfHJUgmMkQ/xqT+X3NklijIj9hvrMqbqsRQteVFgTSbZvtOTSryFpfJWqjlp21Y+8MiYeS5Ew9MxpSE0EjrxjM+zAuc83vsbx9ojH069tpq6FqeF/qQyp35pPc4VJQVtsQd6FUVFCNLgfOucysXl1F7ImJ4f1J9sWU8Q0P3JFvs4pRgoioqE4EleK07GKLqu6/k7py4nkBeZ3KVpyfrdiJOjLEuJ07oR+Fu8KU6A0XJRijGdLTQx/stxKoqyB/K3ZxeuRO9cgdjiJMC1rl+N5K4+L7IzjPDNcfJdR5ZnZDan69wZw1wcUBR7e3tUZdFD6WsSYpPUuiiVzilKO4ZgIPBJfj9txZDAOS+fGWS/qlOxN1iEoipf1zl8Ry9AmlN3TS2ICpMJV0cJ4ycFIAqm1PtOOpN1oixyuuBJXmDnMUj6Ps/EfgWjOX9hH9N3B7dtB0lSozFB7PGjqITVlnXXUmZSm+O9MGhISZ7N+yt6vOmqXeQlbdcRg3RJp0SPHxXHiExbGieQfGOz3nWjh4Wdkvdi6iHiciUsiwLnff+cfqOmxmiNtgqDoetPyFMPKZTcBfpTQt7ZmJLuLbOMEMWJ09hTNo1cCU1upFu8B6gNByOatiWmSJkL3Q/Sq8bU5Ebwr20ntSRowdmmALaQRRalabqGUTWkdQIyK4tSuEoxnN1Fxv44rdK9O0rbtwZIaUQMkSy3CFfJUncNVV7iY+wREgWpB2udVspLtbEsZEVeCGg/RMzNcepjn2lL7Vq5U+jJi9YKniUG909ij4Iyl5Yfsfa5MaYxBt0zfzovnPK8KOXz3POogn91nGSxLfNc9mycE5ZQ6omeSmMyheYUru8ZVMMzKH2R5fKEEMQAIPYLojKW3IpXfNv0sQ+9eYAyvSmkQPCUTgyqkqZrUTGQWyvgu869rnP4jl6AkuotacpSqliDZBVsZvGdpI+zzPbtLRFlBcfRtU3fPyQnn/xs6K9eSj7weSmQpb6WKC8yYQBFWSjkNSlEi9HTdRGUEa+wILCscHoL3G/aZVZcI+WZOlCUYnsTgseaUwPEDjJBhKSeIGiNXIG98/3tdn+LnVIPRsv7XjgvV9jUlxlojbbywRVeTejJgAL7QgtoXkBcPUoDepcGAZyH0IlHvFJ453u7Z+H3nKbhY/B0TS37JFZOxJstilCCaKjKAhAzPmvlg+w6j3CnbZ++DX2/kqdta1JSwily3S1xogdglUV5FjOtBRLn+thLg7PA+61OPcGvISGbp95LPVEIp/bLUuuSZ3nfsyfe9HmVE7zQD62RfS3vOsjljskFybCKT5yUiMd4inGVxyLT40NOeeFFmfcsbSnu073rhc0iqadsOoRNnhTC935VnEiJIpc4xdh7xAOu8/2Fx/YwN3EJDt7TNrXE3ghP6vSxVPcd7jFEKVtBQHpZLtgS17kzu+cUej+WnkrZNjUg7rUSe767jQlPb2nruiYrxAb4xkT2tsTOk2KgSQl6kHbnHDFE1q6RRwAt5DiIaGVInZeNbEApeTwJXlLLIfYOmVE23SIRixZX1OjxQT4skIT65504GgT6MRMxQmZjz6BOxCRgqRgiLjoCAYOQ+GRDXXazbA+l79pGPpBJTpRIwlqpKvadcK2DMWe2yr5zeLVGR4UzUg4QQ8S7BptbTLI9MUCjkiYk8UI/w6g6MRw83crwPvTeXzU6IgxgJY8aK1djrSXTOfVq3e/dGGInvlgo1QPbZDPTWPnABy9I3ZBaiZMxKNWdxckaC0bRrGvEm/7WOAkiVeykle3to50npUiIrcRJSXe2zMmphbEQM2MUKH3qJDEhwDGp3A5OYm9if7LGm+Okz3zeCQhXqmeBOyePiCnSWy2JAWEi9XFKxGQEIBaEax3UGhMV3vdxCOCcsKeUMTR1LReiHlYWObV3VmdxEkSvLBy+i7fEKSpxBV67hiwz2DxnvV6dxT52PYitt6wOQQiJNjPEJGCyFAOB03olc7ZgrfvYo/Mz0H3oXTH+tS3mO3IT+rnnnuO+++673Yex0UYb/St66aWXuPvuu//Z1+/IO6DdXbFPefHFF5lMJrf5aL47dGp19NJLL/2LWYuNXp++1+czpcRiseCuu+76F993Ry5Ap6yWyWTyPRncf0/dDP3f6P9d38vz+XpuDu7oZtSNNtroztZmAdpoo41um+7IBagoCn77t3/73wSy3+i1tZnT/7/azOfr0x2ZBdtoo42+O3RH3gFttNFG3x3aLEAbbbTRbdNmAdpoo41umzYL0EYbbXTbtFmANtpoo9umO3IB+v3f/33uvfdeyrLkR3/0R/nCF75wuw/pTalPfepT/MiP/AhbW1vs7+/zMz/zMzz77LO3vKdpGh555BH29vYYjUb83M/9HNeuXbvlPS+++CIf/OAHGQwG7O/v8xu/8RvSSf49rk9/+tMopfj4xz9+9r3NfL5BpTtMjz76aMrzPP3hH/5h+upXv5p+6Zd+KW1vb6dr167d7kN70+n9739/+sxnPpO+8pWvpKeffjr99E//dLp8+XJaLpdn7/nwhz+c7rnnnvT444+nL33pS+m9731v+rEf+7Gz17336Z3vfGd6+OGH09/+7d+mz372s+ncuXPpk5/85O34ld40+sIXvpDuvffe9OCDD6aPfexjZ9/fzOcb0x23AL3nPe9JjzzyyNm/QwjprrvuSp/61Kdu41HdGTo4OEhA+vznP59SSmk6naYsy9Kf/umfnr3n61//egLSk08+mVJK6bOf/WzSWqerV6+evecP/uAP0ng8Tm3bfmd/gTeJFotFuv/++9Njjz2WfuInfuJsAdrM5xvXHfUI1nUdTz31FA8//PDZ97TWPPzwwzz55JO38cjuDM1mM+AGTeCpp57COXfLfL7jHe/g8uXLZ/P55JNP8oM/+INcuHDh7D3vf//7mc/nfPWrX/0OHv2bR4888ggf/OAHb5k32Mznv0V3VDf84eEhIYRbggdw4cIF/v7v//42HdWdoRgjH//4x/nxH/9x3vnOdwJw9epV8jxne3v7lvdeuHCBq1evnr3nteb79LXvNT366KN8+ctf5otf/OI/eW0zn29cd9QCtNG/XY888ghf+cpX+Ou//uvbfSh3rF566SU+9rGP8dhjj1GWrw+6vtG/rDvqEezcuXMYY/5JVuHatWtcvHjxNh3Vm18f/ehH+fM//3P+6q/+6hY63cWLF+m6jul0esv7b57PixcvvuZ8n772vaSnnnqKg4MD3vWud2GtxVrL5z//eX73d38Xay0XLlzYzOcb1B21AOV5zrvf/W4ef/zxs+/FGHn88cd56KGHbuORvTmVUuKjH/0of/Znf8bnPvc53va2t93y+rvf/W6yLLtlPp999llefPHFs/l86KGHeOaZZzg4ODh7z2OPPcZ4POaBBx74zvwibxL95E/+JM888wxPP/302dcP//AP8/M///Nnf9/M5xvU7d4Ff6N69NFHU1EU6Y/+6I/S1772tfTLv/zLaXt7+5aswkaij3zkI2kymaQnnngiXbly5exrvV6fvefDH/5wunz5cvrc5z6XvvSlL6WHHnooPfTQQ2evn6aN3/e+96Wnn346/cVf/EU6f/7892za+NW6OQuW0mY+36juuAUopZR+7/d+L12+fDnleZ7e8573pL/5m7+53Yf0phRiZvFPvj7zmc+cvaeu6/Qrv/IraWdnJw0Gg/SzP/uz6cqVK7eM8/zzz6cPfOADqaqqdO7cufTrv/7ryTn3Hf5t3px69QK0mc83pg0PaKONNrptuqP2gDbaaKPvLm0WoI022ui2abMAbbTRRrdNmwVoo402um3aLEAbbbTRbdNmAdpoo41umzYL0EYbbXTbtFmANtpoo9umzQK00UYb3TZtFqCNNtrotmmzAG200Ua3Tf8XzVGfT7U1H1YAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "\n",
    "#打印游戏\n",
    "def show():\n",
    "    plt.figure(figsize=(3, 3))\n",
    "    plt.imshow(env.render())\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f489de60",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "env.observation_space= Discrete(500)\n",
      "env.action_space= Discrete(6)\n",
      "state= 44\n",
      "action= 4\n",
      "next_state= 44\n",
      "reward= -10\n",
      "done= False\n",
      "info= {'prob': 1.0, 'action_mask': array([1, 0, 1, 0, 0, 0], dtype=int8)}\n"
     ]
    }
   ],
   "source": [
    "#认识游戏环境\n",
    "def test_env():\n",
    "    print('env.observation_space=', env.observation_space)\n",
    "    print('env.action_space=', env.action_space)\n",
    "\n",
    "    state = env.reset()\n",
    "    action = env.action_space.sample()\n",
    "    next_state, reward, done, info = env.step(action)\n",
    "\n",
    "    print('state=', state)\n",
    "    print('action=', action)\n",
    "    print('next_state=', next_state)\n",
    "    print('reward=', reward)\n",
    "    print('done=', done)\n",
    "    print('info=', info)\n",
    "\n",
    "\n",
    "test_env()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6d5c572d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<stable_baselines3.dqn.dqn.DQN at 0x7f208bfd8040>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from stable_baselines3 import DQN\n",
    "from stable_baselines3.common.env_util import make_vec_env\n",
    "\n",
    "#初始化模型\n",
    "model = DQN(\n",
    "    policy='MlpPolicy',\n",
    "    env=make_vec_env(MyWrapper, n_envs=8),  #使用N个环境同时训练\n",
    "    learning_rate=1e-3,\n",
    "    buffer_size=50000,  #最多积累N步最新的数据,旧的删除\n",
    "    learning_starts=2000,  #积累了N步的数据以后再开始训练\n",
    "    batch_size=64,  #每次采样N步\n",
    "    tau=0.8,  #软更新的比例,1就是硬更新\n",
    "    gamma=0.9,\n",
    "    train_freq=(1, 'step'),  #训练的频率\n",
    "    target_update_interval=1000,  #target网络更新的频率\n",
    "    policy_kwargs={},  #网络参数\n",
    "    verbose=0,\n",
    "    device='cpu')\n",
    "\n",
    "model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "22afd2bc",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/anaconda3/envs/pt39/lib/python3.9/site-packages/stable_baselines3/common/evaluation.py:67: UserWarning: Evaluation environment is not wrapped with a ``Monitor`` wrapper. This may result in reporting modified episode lengths and rewards, if other wrappers happen to modify these. Consider wrapping environment first with ``Monitor`` wrapper.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(-200.0, 0.0)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from stable_baselines3.common.evaluation import evaluate_policy\n",
    "\n",
    "evaluate_policy(model, env, n_eval_episodes=20, deterministic=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "75e0b593",
   "metadata": {},
   "outputs": [],
   "source": [
    "# #训练N局游戏\n",
    "# model.learn(50_0000, progress_bar=True)\n",
    "\n",
    "# #保存模型\n",
    "# model.save('save/3.DQN.Taxi')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "cdaaf12a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6.7, 4.148493702538308)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#加载模型\n",
    "model = DQN.load('save/3.DQN.Taxi')\n",
    "\n",
    "evaluate_policy(model, env, n_eval_episodes=20, deterministic=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "414e1478",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4 8 [-1, -1, -10, -1, -1, -1, -1, 20]\n"
     ]
    }
   ],
   "source": [
    "from IPython import display\n",
    "import random\n",
    "\n",
    "\n",
    "def test():\n",
    "    state = env.reset()\n",
    "    reward_sum = []\n",
    "    over = False\n",
    "    while not over:\n",
    "        action, _ = model.predict(state)\n",
    "        action = action.item()\n",
    "        state, reward, over, _ = env.step(action)\n",
    "        reward_sum.append(reward)\n",
    "\n",
    "        if len(reward_sum) % 1 == 0:\n",
    "            display.clear_output(wait=True)\n",
    "            show()\n",
    "\n",
    "    print(sum(reward_sum), len(reward_sum), reward_sum)\n",
    "\n",
    "\n",
    "test()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
